{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-06-07T05:36:29.575818Z",
     "start_time": "2025-06-07T05:27:30.642484Z"
    }
   },
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import jieba\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "from tqdm import tqdm\n",
    "from datetime import datetime\n",
    "\n",
    "\n",
    "# ------------------------------ 混淆矩阵可视化函数 ------------------------------\n",
    "def plot_confusion_matrix(conf_mat, model_name, classes):\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.imshow(conf_mat, interpolation='nearest', cmap=plt.cm.Blues)\n",
    "    plt.title(f\"{model_name} 混淆矩阵\", fontsize=14)\n",
    "    plt.colorbar()\n",
    "    plt.xticks(range(len(classes)), classes, rotation=45)\n",
    "    plt.yticks(range(len(classes)), classes)\n",
    "\n",
    "    thresh = conf_mat.max() / 2.\n",
    "    for i in range(len(conf_mat)):\n",
    "        for j in range(len(conf_mat[i])):\n",
    "            plt.text(j, i, f'{conf_mat[i, j]}',\n",
    "                     horizontalalignment=\"center\",\n",
    "                     color=\"white\" if conf_mat[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.xlabel(\"预测类别\")\n",
    "    plt.ylabel(\"真实类别\")\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f\"{model_name}_confusion_matrix.png\")\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# ------------------------------ 数据处理函数 ------------------------------\n",
    "def load_class_labels(class_path):\n",
    "    label_map = {}\n",
    "    if os.path.exists(class_path):\n",
    "        with open(class_path, 'r', encoding='utf-8') as f:\n",
    "            for idx, line in enumerate(f):\n",
    "                label_map[idx] = line.strip()\n",
    "    return label_map or {idx: f\"类别{idx}\" for idx in sorted(set(label_map.keys()))}\n",
    "\n",
    "\n",
    "def load_text_dataset(file_path):\n",
    "    texts, labels = [], []\n",
    "    with open(file_path, 'r', encoding='utf-8') as f:\n",
    "        for line in tqdm(f, desc=f\"加载 {file_path}\"):\n",
    "            line = line.strip()\n",
    "            if not line:\n",
    "                continue\n",
    "            parts = line.rsplit('\\t', 1)\n",
    "            if len(parts) == 2:\n",
    "                texts.append(parts[0])\n",
    "                labels.append(int(parts[1]))\n",
    "    return texts, labels\n",
    "\n",
    "\n",
    "def preprocess_texts(texts, stopwords):\n",
    "    processed = []\n",
    "    for text in tqdm(texts, desc=\"文本预处理\"):\n",
    "        words = jieba.cut(text, HMM=True)\n",
    "        filtered = [word for word in words if word not in stopwords and len(word) >= 2]\n",
    "        processed.append(' '.join(filtered))\n",
    "    return processed\n",
    "\n",
    "\n",
    "# ------------------------------ 模型训练函数 ------------------------------\n",
    "def run_model(model, model_name, data, stopwords, label_map):\n",
    "    train_texts, train_labels, test_texts, test_labels = data\n",
    "    classes = list(label_map.values())\n",
    "\n",
    "    vectorizer = TfidfVectorizer(max_features=10000, ngram_range=(1, 2))\n",
    "    X_train = vectorizer.fit_transform(preprocess_texts(train_texts, stopwords))\n",
    "    X_test = vectorizer.transform(preprocess_texts(test_texts, stopwords))\n",
    "\n",
    "    start_time = datetime.now()\n",
    "    model.fit(X_train, train_labels)\n",
    "    train_time = (datetime.now() - start_time).total_seconds()\n",
    "\n",
    "    train_pred = model.predict(X_train)\n",
    "    test_pred = model.predict(X_test)\n",
    "    train_acc = accuracy_score(train_labels, train_pred)\n",
    "    test_acc = accuracy_score(test_labels, test_pred)\n",
    "    conf_mat = confusion_matrix(test_labels, test_pred)\n",
    "\n",
    "    print(f\"\\n---------------- {model_name} ----------------\")\n",
    "    print(f\"训练集准确率: {train_acc:.4f}\")\n",
    "    print(f\"测试集准确率: {test_acc:.4f}\")\n",
    "    print(f\"训练时间: {train_time:.2f} 秒\")\n",
    "    print(\"分类报告:\\n\", classification_report(test_labels, test_pred, target_names=classes))\n",
    "    plot_confusion_matrix(conf_mat, model_name, classes)\n",
    "\n",
    "    return {\n",
    "        \"model\": model_name,\n",
    "        \"test_accuracy\": test_acc,\n",
    "        \"train_time\": train_time\n",
    "    }\n",
    "\n",
    "\n",
    "# ------------------------------ 主函数 ------------------------------\n",
    "def main():\n",
    "    print(f\"[{datetime.now()}] 文本分类实验开始...\")\n",
    "\n",
    "    DATA_DIR = r\"D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\mytest\\pangchenchen\\sahgji-3\\THUCNews-txt\"\n",
    "    CLASS_PATH = os.path.join(DATA_DIR, \"class.txt\")\n",
    "    stopwords = {\n",
    "        '的', '了', '在', '是', '我', '有', '和', '就', '不', '人', '都', '一',\n",
    "        '个', '上', '也', '很', '到', '说', '要', '去', '你', '会', '着', '没有'\n",
    "    }\n",
    "\n",
    "    train_texts, train_labels = load_text_dataset(os.path.join(DATA_DIR, \"train.txt\"))\n",
    "    test_texts, test_labels = load_text_dataset(os.path.join(DATA_DIR, \"test.txt\"))\n",
    "    label_map = load_class_labels(CLASS_PATH)\n",
    "    data = (train_texts, train_labels, test_texts, test_labels)\n",
    "\n",
    "    # 定义六个模型\n",
    "    models = [\n",
    "        (LogisticRegression(solver='lbfgs', max_iter=500), \"逻辑回归\"),\n",
    "        (LinearSVC(max_iter=500), \"支持向量机\"),\n",
    "        (MultinomialNB(), \"朴素贝叶斯\"),\n",
    "        (RandomForestClassifier(n_estimators=100, max_depth=10), \"随机森林\"),\n",
    "        (KNeighborsClassifier(n_neighbors=5), \"K近邻\"),\n",
    "        (DecisionTreeClassifier(max_depth=8), \"决策树\")\n",
    "    ]\n",
    "\n",
    "    results = []\n",
    "    for model, name in models:\n",
    "        results.append(run_model(model, name, data, stopwords, label_map))\n",
    "\n",
    "    # 提取数据用于绘图\n",
    "    model_names = [result['model'] for result in results]\n",
    "    accuracies = [result['test_accuracy'] for result in results]\n",
    "    train_times = [result['train_time'] for result in results]\n",
    "\n",
    "    # 合并绘制柱状图\n",
    "    plt.figure(figsize=(12, 6))\n",
    "\n",
    "    # 测试准确率柱状图（纵坐标调整为0.0-0.9）\n",
    "    plt.subplot(1, 2, 1)\n",
    "    plt.bar(model_names, accuracies, width=0.5,\n",
    "            color=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b'])\n",
    "    plt.title(\"测试准确率对比\", fontsize=14)\n",
    "    plt.xlabel(\"模型名称\", fontsize=12)\n",
    "    plt.ylabel(\"准确率\", fontsize=12)\n",
    "    plt.ylim(0.0, 0.9)  # 纵坐标范围\n",
    "    for i, acc in enumerate(accuracies):\n",
    "        plt.text(model_names[i], acc, f\"{acc:.4f}\", ha='center', va='bottom')\n",
    "\n",
    "    # 训练时间柱状图\n",
    "    plt.subplot(1, 2, 2)\n",
    "    plt.bar(model_names, train_times, width=0.5,\n",
    "            color=['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b'])\n",
    "    plt.title(\"训练时间对比\", fontsize=14)\n",
    "    plt.xlabel(\"模型名称\", fontsize=12)\n",
    "    plt.ylabel(\"训练时间（秒）\", fontsize=12)\n",
    "    for i, time in enumerate(train_times):\n",
    "        plt.text(model_names[i], time, f\"{time:.2f}s\", ha='center', va='bottom')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    plt.rcParams[\"font.family\"] = \"SimHei\"\n",
    "    main()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2025-06-07 13:27:31.139608] 文本分类实验开始...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "加载 D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\mytest\\pangchenchen\\sahgji-3\\THUCNews-txt\\train.txt: 180000it [00:00, 1318521.25it/s]\n",
      "加载 D:\\Program Files\\JetBrains\\PyCharm 2024.2.1\\mytest\\pangchenchen\\sahgji-3\\THUCNews-txt\\test.txt: 10000it [00:00, 1260421.31it/s]\n",
      "文本预处理:   0%|          | 0/180000 [00:00<?, ?it/s]Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\Lenovo\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.480 seconds.\n",
      "Prefix dict has been built successfully.\n",
      "文本预处理: 100%|██████████| 180000/180000 [00:09<00:00, 18319.81it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 19149.92it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 逻辑回归 ----------------\n",
      "训练集准确率: 0.9009\n",
      "测试集准确率: 0.8767\n",
      "训练时间: 9.52 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.90      0.87      0.88      1000\n",
      "       realty       0.92      0.90      0.91      1000\n",
      "       stocks       0.82      0.83      0.83      1000\n",
      "    education       0.94      0.93      0.94      1000\n",
      "      science       0.84      0.84      0.84      1000\n",
      "      society       0.85      0.86      0.85      1000\n",
      "     politics       0.84      0.86      0.85      1000\n",
      "       sports       0.93      0.92      0.93      1000\n",
      "         game       0.92      0.87      0.90      1000\n",
      "entertainment       0.82      0.88      0.85      1000\n",
      "\n",
      "     accuracy                           0.88     10000\n",
      "    macro avg       0.88      0.88      0.88     10000\n",
      " weighted avg       0.88      0.88      0.88     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:09<00:00, 18315.40it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 20168.59it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 支持向量机 ----------------\n",
      "训练集准确率: 0.9163\n",
      "测试集准确率: 0.8761\n",
      "训练时间: 8.66 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.90      0.86      0.88      1000\n",
      "       realty       0.92      0.90      0.91      1000\n",
      "       stocks       0.81      0.83      0.82      1000\n",
      "    education       0.94      0.93      0.93      1000\n",
      "      science       0.83      0.84      0.84      1000\n",
      "      society       0.85      0.87      0.86      1000\n",
      "     politics       0.85      0.84      0.85      1000\n",
      "       sports       0.94      0.92      0.93      1000\n",
      "         game       0.91      0.88      0.90      1000\n",
      "entertainment       0.83      0.88      0.85      1000\n",
      "\n",
      "     accuracy                           0.88     10000\n",
      "    macro avg       0.88      0.88      0.88     10000\n",
      " weighted avg       0.88      0.88      0.88     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:10<00:00, 17784.89it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 21536.95it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 朴素贝叶斯 ----------------\n",
      "训练集准确率: 0.8716\n",
      "测试集准确率: 0.8637\n",
      "训练时间: 0.04 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.83      0.87      0.85      1000\n",
      "       realty       0.93      0.84      0.89      1000\n",
      "       stocks       0.82      0.81      0.81      1000\n",
      "    education       0.91      0.93      0.92      1000\n",
      "      science       0.84      0.81      0.82      1000\n",
      "      society       0.83      0.88      0.86      1000\n",
      "     politics       0.82      0.85      0.84      1000\n",
      "       sports       0.92      0.93      0.92      1000\n",
      "         game       0.91      0.86      0.88      1000\n",
      "entertainment       0.84      0.86      0.85      1000\n",
      "\n",
      "     accuracy                           0.86     10000\n",
      "    macro avg       0.86      0.86      0.86     10000\n",
      " weighted avg       0.86      0.86      0.86     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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NYU1l9f/oA0gJ8vXPlS8rEtDL6woefMr+l9egH9Slv1xreCe2JyLTYfBJRP/3Az+s4FN/3/eCTxl9LRkoGSUvZDJ6faCkf66+nlDmhpRBTTLfpGTypGtdspahAxt9ZksGskhmTiYXD32JRunalYnOJQMp2Tbp+pWgVD//o0x+LqPOg09g/62u6O+RTJz8DikvkIycfrJ9KSGQifrlNcjIaxloI6UAwesnJTD62cFQUuspA3tkair9NmU+ViEZTNlH0ib9CPfQbZbueqlBlcncpQ2S1ZRsc1iXoZTHS8ZW5tQMTfZxWIGnvNeSDZbSCn2dp/xfAlEZDCRkcJTMhBD6d0n2XbYhc4Z+6xjUT1r/PT/6OCKKOAw+iShMEgAE/xnWff8v+JQgQkawSz2kDMKRKYAkIJNARwITfTe0PsMpg4UkOJGR8xLEyUjq4NMWSWAlAZJkOqWeL23atGoS9G8N4JHuXKkZlYykZPVk3lLpepUsmXS3/786xdAk4P1WkChtkWugSxAmQW1wEuDKa5FuZ8mq1qtXL8T9ElT9TFe/tEeuaiSBefD6V8neCgm0JUspmUcpoZAATOojpSZV9rcE4zJ1kv6SmJJxljILuS2ZytDksZJhDF6iINuTbLbs1+AZUckCy/stI8+lhjh4jad03Us2VoJlyVbLLAeyhPX6pJxBP1gpPPtIP7cnEWkXg08iCpOMjhb6ASjB6df9v+BTAgyZrF2ygsEDGgmEJLsmWUi5Qk/ogUxSIyrZPOlWD56xkiylZBBlAI10ZcsAo+9drlKCXcmQyvbkCkDfuqb790i3rSxhkQFLktkNfRlQPZmcXwZFSeAcOrCT/fcjpQuhyeuQLKpkB4Nf91zqKSWI79Chg3q9evJ/uRRn8LIKyWTqu+RlLlfZr1IvGxbJkIYeBCQlBTLwRzLG+mutC2mPBJaS8ZasdGj6kfDBL88ZluClEeEJJn92nxJRxNF9Cs/sy0REn4MxCQ5kAFHw4MfUJIgLa4ogrZPpmMIzsOZnPX78WAX1PxtkExFFBAafRERERBRheIUjIiIiIoowDD6JiIiIKMIw+CQiIiKiCMPgk4iIiIgiDINPIiIiIoowDD6JiIiIzOD2/af4HXGqJTJwrOqJ56++vub1z4oZ3RYBy9obfbvi6srOMAU7Wx1evjXNn8TLN+G/ks33yEUVE8SywcPAdzB2q2NEM801KKLb6PDqnWn2sanOZqY6Lkx18o1hq8MLEx3HsLA2W325mqnFHMemYqo2W9rfnWxXS5xL9cKzF2FfxOJnxI4RDZc3D4KW8QpHZCABYuDLtxazXUvzycTbtqyPQSIiEs9eGvkzUqf9Tm3tt5CIiIiIIg1mPomIiIjMRSeLEUsBtFVVECYGn0RERETmorMyblc5u92JiIiIiL5g5pOIiIjIXHQ6I3e7a7/fnZlPIiIiIoowzHwSERERmYuONZ9ERERERCbDzCcRERGRuehY80n0wxqWzYpL3u3wcGNXbB5TD/bJ4qJuKTe82tFLLffWd1GPk5+yXvzlng0By/7Gs63dscWzHpLGjwktmDtnFnJmc0XcuHHRoF5tPHjwAFrTo3MHJI5ta1hyZ8mg1s+aNQsF82SFc6pEaN6oLh4+1F7bRccO7WBnawWdTqd+Zs6QFlqmPyaSJ46HWrVqafKYENKuTC6OuHb1apj3V3Qvg/lzZ0PrbV69ejUyp3NCHDsb/JErG/x8faFlXbt2RZWKHrAkltLm2TOnw8UpNezs7FC6ZFFcCQhA5Gb1pevdGIsFhHbabyFpkkPyeOhRvyCq9VqCrA0mIeC/x5jW1QPe288iqftItThXH6se++DpS+w7cwP5MqdCn0aF0XjIGmSoNQE66DC0ZQlzvxT4bN+Gzv/8jeEjR+P06dMIfPYMtapXhtacPHEMC5euxqXr99Tis/cwdu3Yjnbt2mHg0H+xc/8xBAYGomHtatCi48eOYcXqdXj8+DH+u/cIBw4fh1YFPyYOHT2FZxo9JiSIq1apPK5dCzvw9F60ANu2bobW2xzg749GjRqh/+ChuHjlJpzTuqBNy6bQqjOnT8PLywv/jvaEpbCUNsuxMHTIQHgvWwU/Pz84ODqiedNG5m4WGRmDT/opWZ2T4LDvLZy8dAc37j3D3I0n4ZQiHt69/4inL96o5dmLN+qxGw5cwpX/HsMpZXy0Hb0BO45fwa0HgZi76RSyOCcx90vBwgXzULdeAxQvURKpU6fG4GEjsH/fXjx69Aha8f79e1zwO4+8+QsiTty4aokZKxaWLJqPhg0bokixEkiZKjX6DhqKQwf24bGG2q5vv+/5cyhQsJDKLssSK1YsaFXwYyJV6tQYOXKk5o4J0bBuLVSrUSvM+6St3bt2QlqXdNB6my/4+WLYsGGoUrU6kiRJgibNWuDUyRPQoo8fP6JNq+bo0KGDCowsgSW1+dSpE8idOy+yZcuuzsf1G/wFf//L+C263XVGXDSOwSf9FN9rD1A4mz3cnJIgdoyoaFYhJ7YfuxLiMVFtrNXPsd4H1M95m05h7b6LhvtdUsXH5Vvm/zB/+OCBCtz0rK2C2m1tHfRTC3zPnVEfIMXy50LqxLFRo5I7bt64jocPH6oTtJ6+zVpquzh7Jqj9eXNlQ/To0eHhXgY3rl+HVn11TGh0v06YNBWt2rQL874eXTuhvEdF5M6TF1pvc5ly7mjWrJnh9qWLF+DkrM2yjGlTJ+Pc2TOwt7fHurVr8PbtW2idJbU5fYaM2LXTB6dOncTTp08xdcokFCte0tzNIiNj8Ek/xe/aA6zc5YtD05vi7rrOyJMxBbpP2hbiMZWLZFQ/JTMaWrxY0dC4fHZMX2P+rtes2bJh08b1KjgS8+fNRo6cuRAnThxohWSGpCty4tRZqns9SpQo6NiuFdyyZMW6desMbV+8YC6yZc+J2Bpqu/DzPa8ycDNmzVWlDdL+1q2aQ6tCHxOzZ2vvmBD2Dg5hrt+xYwd27tiOQUNHQGu+1WY9CYzGe45G46baOz6eP3+OwQP6wcHBEdeuXcOEcZ4oXqQgXr16Ba2ytDZnyJARFStVQb7c2VUPyeGDBzBk2EhEajoj13xawFRLHO0ejj/gjh074uDBg6oIesqUKXBzc8PNmzdRvHhxXLhwAb+TnOmTo9wfaVGo1UxcuP4Q/9T8A6uG1USBljMNj2lQJus3n+/5dxkcPHcTWw77w9z+7tAJe/fsRr48ORDDLrp6j6fNnAMtqVqjtlr0ho8eh5yuLhg9zgtHDu5FsYK5ES1adBw7cggTpnx5D7SiZu06ahHRbXQYO24iMrg4qlrK2LFjQ2uCHxOSqT18SHvHxLe8fv0azZs3h+c4L02XNnzL4AF9YRcjBhr+1QRas3rlCrx48QIbt/ogVbJECHz1DrmyuakyjcZNvmRutcTS2nz0yGFs2LAOO/ccQFbXDBg8dDgqVyiH3fsOqcGKFDloPzzWiJUrV+L+/fvYunUr5s+fj+TJk6v18vPIkSP43VQvlglLd5zHEd//VG1nvxk71SAk6YYXjsnjwSF53DCfW6eUGwplS4MWI9ZBC+Tb9Vaf3ViwaCmyZMmCdOnSo0bNL4GeFiVMlFhl5V6/foU9e/Zg5tzFyOTqprKLVaqHXQOoJYkSB7X/zu3b0KLgx4SrqxvSp9f+MaE3bMhA5MqVC6XLloOl2bnDB1Mne2Hm3AWwsbGB1ty6dVOVMSRMmFDdlgx+Zlc3BFzWbk2ipbV5ifciVK1WA7ly51E9DX37D8KVAH+cPn0KkZbu96v5ZObzBz158gQuLi5InDixWvSsrKw0mbkxNSsrHRLEsjPcjmVnC7toNrC2DjroqxTNiK2H/VG9eOYQz8vukgyj25ZC1Z5LcO/xC2hJsuTJsWLFCoyfOEVztX39enWDq1sWQ2B59PBBdewlT5FK3U6aLDk2rFmFf8d5aa7toke3zsiSJRtq1AoK4A4dPKDanzJVUPu1So6J1atXYtrUqZrcr2FZungRHjy4j/WJ46nbL1++xIplS1RGyXO8F7TqypUraFS/NkaPnaC6XrUoRYqUX3VXX79+DXn/+ANaZWltli+lUsuuJzN4yDH88cMHRFo6XuGIQlm/fj3SpUuHCRMmqOyn/L906dKG+6XbXdYFd+jQIRQrVgzbt29H0aJFkTt3bpUt1Tt27BgqVqyosmxVq1bF5c/fQL/3vPPnz6NGjRrIli0batasiUuXLhnukzq6atWqIUeOHGjTpo36gzWlfaevo0LBdGhbNTdqFM+EJQOr4+6j5zjjf0/d/2cuJzW9UnCJ4tph2ZDqGL34AI5f+A8xotmoRSsmeY1XGa7yFSpCazJldsXQQf2we6cPdmzfis7tW6N6rbqqBERMnzIRzi7pUNa9ArTI1TUL+vfrjR0+27Flyxa0a90StevWN7Rfq+SYkEy4/L1aii0+u3H27FnsP3xCLWXdPdCrT3/06jsAWiXBkbu7O8q5e6B8hUqqzEmWT58+QUskmyz1yzKAR879XhPG4czpU6hQUXvTcFlqm/MXKIg1q1Zg/NgxWLhwIWpUq4QkSZOqbC1FHsx8fseff/6putWnTp2K27dvo2/fvipj8z0yl+G0adPU8ySolGlEJDiUrqS///5bTVpdvXp1zJw5E8OHD1eP/X/PkyL8Jk2aoG7duhg3bhymT5+OTp06qYmZpW6uadOm6j5PT0/07NlTPW/w4MHheq0xo9v+8GO3HQ3A+GWH0LZaHiSJF1MNQGo0eBWiR42CaLZRkCtjcvSbsSPEduuVzoJkCWKhX+MiatFLXM78gyJkv3uOGolNmzaZ7Hf8SkdI9Zp11FRLf9WroUbjS/1nz74D1Tal7RM8R8F7xbpf+h2mVKtOXTXVUu0aVVUGUeo/+w8cAi3THxOr1m6EJUmRMiVi2Orw4m1Q4BYzZkwkSJjQ0O2qRdu3blFfrmWRCcb1zl0IQBp7e2hFggQJsHLNenTv2hndOndE0mTJMG+ht6Yz+JbWZhlsJAMsJ04Yq8pyMmbKjEVLVmiyDMNodL/fFY50n7T21VKjxo8fj1u3bqmgLriwBhxJ0Fi/fn0VGEomTQJHV1dX+Pj4IFmyZKpLQWpZZAJdb29v9fht27b93+cdP34cEydONARHMgXFvn37ULZsWaxZswYjRoxQtX9SkL179251JYsDB4KmOCIiIiJtSlxqMAJfBs2LbQyx7KLi3uae0DJmPk1EgksJIIWtbVDmT+J8yZrKtC3Lli1DqlSpVDCqn87l/z1Psq4pU6YM8TgJPMWdO3fUhNIyyEDI9mR045s3bxA1atQfbrNjVU88f2W8+d8k4xmwrL3RtyuuruwMU7Cz1eHl54yRsb18897o25Tvtwli2eBh4DsYu9Uxopnm9CCj3V+9M80+NtVXaVMdF6b65h8882kpTNVmKxMlgUx5HJuKqdpsaX93sl1N0f1+NZ8MPk1EurrCItlNCTw3bNigukN27dqFc+fOffd5EqRK5lVPgkup/5TreidNmhSZMmXCmDFjDMGq1EvJqMbwkAAx8KXxJx821XYtzScTb9uyPgaJiOh3pf3wOJKRoFFInaYMPBo6dOgPFdUXKVJEdbXL/KKS6Zw0aRI+fPig6rjkPsmMyqCjaNGiYfPmzao+lBUVREREllDzaWXERWOZ3TAw+IxgBQsWRIECBVC5cmX069dPDTq6d+8eHjx48H+fJ5NFyyAjqf8sU6YMTp06pUbgS42nTPXk5eWlsqAlSpRQdaESnIY380lEREQRzEpn/EXjOOCIQow6N2b3uMz9eW99F6NvVzw0UTG1KWs+X5io5jNhLBs8MEHNZ0zWfBqw5tP0WPNpeqz5/LJdLUlcbrgJPnu7QsuYGiMiIiIyF93vN+BI+y0kIiIiokiDmU8iIiIic9H9fpPMM/NJRERERBGGmU8iIiIic9H9fjWfDD6JiIiIzEXHbnciIiIiIpNh5pOIiIjIXHS/X7e79ltIRERERJEGM59ERERE5qL7/Wo+GXwSERERmYuO3e5ERERERCbDzCcRERGRueh+v253Zj6JiIiIKMIw80lERERkNlZGrtPUfl5R+y0kIiIiokiDmU8yuLiso8VsN0HF8UbfZqzotri3vAXsa01B4Ku3Rt/+7eWtYSpRohj/e+SnT0bfZIRs25J8MtmO0Jlw27CsNltA/Zul/+29/2i649g029bYMaH7/Wo+GXwSERERmTX4tDLu9jSO3e5EREREFGGY+SQiIiIyFx0nmSciIiIiMhlmPomIiIjMRff7DThi5pOIiIiIIgwzn0RERETmovv9aj4ZfBIRERGZi47d7kREREREJsPMJxEREZG56H6/bnftt5CIiIiIIg0Gn2Q0T588wdHDh/Dk8eMfWk/hx31JRBRJaz51Rlw0jsEnGcWqFcvglsEJ7Vo3R6a0adRtsXTp0jDXm0PDUplwaU4jPFzREpuHVYZ90thhPq5G0XQhbjsmi4Nb3s2g1X3crl07xLOLYliyZw7Zfq2YO2cWcmZzRdy4cdGgXm08ePAAWqZvb/LE8VCrVi3NtlfalTmdE65dvWpYN336dKR3SoPE8WKiTMliuBIQAK23WY7jWNGsDUuWjC7Qoo4d2sHO1go6nU79zJwhLbTMUo7j9WtXwy2DM+LHtEWBPNlxwc83xP19enZDjSoeZmsfGReDT/plT58+Raf2bbB+yw7sP3ISI8eMR58eXdX6Vq1afbXeHBySxkGPWrlRbcA6ZG0+DwG3n2LaPyVDPKZKwa8/RCRAXTXAA/FjRYMW97E4evQovFeswdX/Hqhl14Gj0Bqf7dvQ+Z+/MXzkaJw+fRqBz56hVvXK0Krg7T109BSeabS9EkhUq+yBa9e+BHEB/v4YMGAAFi9biWOnzsPB0REtmv4FLbdZfxwvW7UWN+48VMveQ8egRcePHcOK1evw+PFj/HfvEQ4cPg6tspTjOCDAH62aN0a/gUPg538DTs5p0bblly/8Z8+cxoypkzDsX09ERjqdzuiL1jH4pF8WGPgMQ0aMRmZXN3XbLWs2PH70UK339PT8ar05ZHVKhMMX7uCk/33cuP8cc7eeh1OyOIb748WMiv4N/vjqecv7lsfMjWeh1X38/v17nDt3DvkKFEKcuHHVEitWLGjNwgXzULdeAxQvURKpU6fG4GEjsH/fXjx69AhaFLy9qVKnxsiRIzXZ3kb1aqN6jVoh1p0+dQJ58+ZF1mzZVdvrNWiEgIDL0HKb9cdx/gKFVGY8rkaPY2mn7/lzKFBQ2+20tOP4op+vCjwrV62OxEmSoHGzFuo4Fh8/fsTfrVugVdv2cHBwRGSkM3PwKT2UhQsXRpYsWVCvXj3cuHFDrb948SKqVKmCXLlyYfjw4fj06ZPhOYcPH0aZMmWQJ08ezJo1K9yvmcEn/bKUKVOhes3a6v/v3r3DpPFjUc6jolpfp06dr9abg+/1RyjslhJujgkR284Wzcq5YvuJoD8wMaxpQWw4fOWr51XutxYr9l7W7D4+f/aMOjkXypsDyeLHRFWPsrhx4zq05uGDB0iZKrXhtrWVddBP66Cfmm+vtTbbO95rClq2bhtiXfoMGeHj44PTp06qjPn0KZNQtFgJaLnN5z4fx/lzZ0eiuDFQqXwZ3LiuveP47JmgdubNlQ3Ro0eHh7s222lpx3Hpsu5o1PhLpvPSxQsq+ylmTJuC8+fOIHWaNNiwbg3evn1rxpZGPtevX8fEiRPh5eWFjRs3IlWqVOjWrZvazy1atECmTJmwfPly+Pv7Y8WKFeo58uWlZcuWKFeuHLy9vbF27VocPHgwXL+XwScZzZnTp5DOIQW2b92M4cG6R761PiL53XiElfsu49CE2ri7rAXypE+G7tP3qvsKuaVE0Syp0H/u13881+4+g5aE3pd+fr5Ily4dJs+Yjb2HT8A6ShR0aN0CWpM1WzZs2rhefXCL+fNmI0fOXIgT50v2WcvtnT1bm+21d3D4ap0En1WrVkX+PDmQMkl8HD50EIOHjYSW2+zne14dx1NnzsGBoyfVcSy1zVoj7Uzrkg4zZs1V5SNRokRB61baa6elHcfBSdAzYewYNGrSDM+fP8fQQf1g7+Cognyv8WNRqlghvHr1CpGKzgTLDzp//rzKeEqQmTx5cpXpvHbtGnbv3q32f/fu3VVv1T///INly4LGGaxZswaJEydG69atYW9vr8rr9Pf9KAafGnPo0CEUK1YMlki6hFes2QhHZ2e0a9Xsu+sjUk6XJCiX2wGFOngjSdXJWLLroqrljGZrjQlti6LdxB148fodtC70vpRsqNTK5c7zh8oU/Dt2Anb4bFO1XVryd4dO6gMwX54c+OOPPzBq5HC0aNUGWhW8vUUL5cOwYcM03d7gjh45rDIRPrv34+bdR6havSaqVnQP0WWmNTVq1VHHcZ68f8DZOS3GjJ2o6hW1dhzXrF0H+w4eUe1MmzYtxo6bCJ9tWzXXTks+jocM7IcYMWKgQaMmKtP28sULrNu0HT1698Oq9Zvx/HkgFi+cZ+5mRhrOzs4qa+nr64vAwEAsXLgQ+fPnh5+fnwpKJcMv5MuhZD/FhQsXVHe7vnvfzc1Nlc2EB4NPCyJBqQSnWiUHYtbsOTBp2iysXb1STQv0/9ZHpOqFXbB090UcuXAXz16+Rb+5B+CQLA4W9iiLYxfvYtORkIMftOp7+zJRosTqw+bundvQEqmN2+qzGwsWLVUntHTp0qPG5zICLQreXldXN6RPr+32BrdsyWLUrFkTuXLnURmuPv0H4kqAv8qaW4pEiYOO4zsaO46/2c7b2mynpR3Hu3b6YPoUL0yfPR82Nja4efMmcubOiwQJE6r7JdOcKbOrGlQXmehMVPMpmcvgS1glCxJ8lipVChUrVkTOnDlx8uRJdO3aVT0+ZcqUIdpoZWWlSnlC3xczZkzcu3cvXK+ZwSf9sn17dqF3jy6G2zY2tupAPXvmFDp37vzVep1VxB92VlY6JIprZ7gdK7ot7KJGQZncDnDP64jbS5rj0txG6r7hTQvAs1URWMI+Hj5kgPqmqnfk0AF1gkiRMhW0KFny5Cqb0X/gEM3VnX2rvatXr8TQoUMtor1CgqHgHwSSzXj58iU+fPgArerZvUuI4/jwwaDjWGqdtaRHt87wXvSlnYf07UylrXZa4nF89eoVNG5QB/96jlelI0ICnNehutil+z158hRmaqVlKVSoEHLkyGFYpkyZ8tVjpHxkx44dWLJkiep9cHd3R9OmTdVxYmtrG+KxUaNGxevXr7+6T78+PHh5zV8gRbkpUqRQ9RBSrNugQQPUrl1bvZkDBw5EQECA6mKUP3j9iMht27apEYd3795VGaARI0YgSZIk//f3NG7cGHv3BtUn1q9fX/3s2LEjmjVrpgqFT506halTp6r1UqshB8/+/fsjbBSmk7ML5sysBCentChRqjQG9++DosVLqvW1q1VCijROIdbHjh32/JqmtO/sf5jWsSROVsyKe09eqjk/7z5+iRKdl6nAVMSMZotjk+tgxOKjmL7xDLTkW/s4S7Yc6NWrF2LETaiCi64d26Nm7Xqws/sSaGvJJK/xKvtSvoJ5Bp79THslSytZgZdvtdttHVy+/AXQvEkjZHLLpuqy5syaiSRJkhpmStAiycrJcRw7XiJ1HHf652/UqqO949jVNQv69+utRmRH0X1EuzZtUbtufc2109KOY6nhrFHZA2XdPeDuUUll1oQMaGnbti1mTJuM0mXcVW+PJDXmLPBGZKIz8vRI+m1J3WZwoYNJsW7dOrWfJR4R7du3x6JFi1Q29NKlSyEe++LFC5WRlh6V4DMm6NeHB4PPXyRBodRSSZpaCnal9ke+NdStW1dNM9SzZ09VZzN48GCVru7QoQP69++PAgUKqPWTJk1Cv379/u/vGD9+vJriw8PDA3379lXfYKJFC5p3UqY6mDx5svpjldT31q1b1bYjcvqPpMmSqZNBjy4d0adHFxQr8ScmT5+NhIkSqSLkdn+3D7HeGCRzGR7bjl/H+JUn0LZSNiSJa6cGIDUauRlPX3zphnj3PqgoX2o/3777aPgdEpT+zO+MqH189ZIv6teurr6NVq9ZB737D4IWybyInqNGYtOmTbAE+vauWrsRlqRCpSq4cvmCGpwh3dYZM2XGwiXLw/3hEJFq1q4L/4u+qFurGqysrVGzVh30HTAYWlOrTl011VLtGlXV35vUgEoWX8ss4Tj22bZFDeaSZc7M6Yb1V65cwdKV69Crexf07NoJSZImw+z5izWfadZK8BkzZswf6imRYyR4IClfBqTEQbrg9WT6Jem2l8DT1dVVBa3BBy19L4n2VRs/abkK3QIyn7t27cKWLVsMwZ6MApNs5p49e9QBIN88JDA9cOCAmiJHAlB57JkzZ9RVSORNnjNnjmGbUtMpo8tkqpSwaj4liyqFvsFVqFABTZo0Qfny5VWtl0xvJP8nIiIibUvRaBECXxlvwGus6Da4NSvkXLrfIskAiWUk45kgQQI156fU2m7evFl123fq1EmNgJeeCblAhCS7JOtZpEgR9X+ZA1SmXUqTJg169+79w21k5vMXSTdG8CzjnTt31Bsjb4j+W4V8k3jz5o0KRkeNGqUCS0dHRzWiTz8Fxq+Q7KdkPKWLX0ah/exo+SevjF8TFje6tUm261J3mtG3GTO6DQLmN4Zj3Rl4bsQTgd7F+U1hCqbax7bWpqnNtbPVabLrzxxt/mii7/4xo1rh+ZtfP7dEJFO12fpzWY2xRbfR4dU707x/pkoJmeo4fv/RNA2OHc0Kz15/NMl2f4fM54+Q7nUZxS5JsPv376tZHCZMmKB6SgYNGqRK/CShJrXN8+YFzTIQP358lSST0j8pOZEYSHpyw4PB5y8KXeuTNGlS1f0+ZswYdVsSy9IlLins1atXqzS2BJ8SeC5YsCBcXZByQIWVqC5btqwqJJY0eMGCBdW2I7vAV6abaFgCT1Nun4iISAskrpD5OmUJrXjx4iqxJdMoSU1ovHjxDPfVqlVLlfjJ2BYZJR/euENb4X8kIKno27dvq0FHUpcpqWvpEpegUTKg8lO63qW7Xuo9w1P1IAOb9u3bp0aySjd+8PUODg7q24pkQYmIiMhC6Mw3yfz3JEqUSMU1wQNPPbkaklyW82cSXgw+jUxGcsvId7nWaYkSJVRmU4JMyXxWqlRJjY6XTKWMUq9Ro4ZKd0uX/I/o0qULdu7ciaJFi6pBSMFJ0CmjROUgISIiIsugM/O13c2B3e6/4Fs1DjLbvxTthiYjz2bMmBFinUwjEZwMJgprsJHIkCGDunJJaDK9koxCk1pP/dUIiIiIiLSIwWckGfQkBcBhTSBLRERE2qXThW+Q0I9sT+sYfEYCJ06cMHcTiIiIiH4Ig08iIiIiM9HJP2NmPo054shEOOCIiIiIiCIMM59EREREv+Ek8+bC4JOIiIjIXHTGnZvTAnrd2e1ORERERBGHmU8iIiIic9EZeWJ4C+h2Z+aTiIiIiCIMM59EREREZqL7DQccMfNJRERERBGGmU8iIiIiM9H9hplPBp9ERERE5qLjVEtERERERCbDzCcRERGRmeh+w253Zj6JiIiIKMIw80kGL998wCcjbk++e8WNbm307Yr7K9vAVAIWNjPJdhPXmW30bcaKboO78+ohXbOFCHz1zqjbfrioEUzFVF/M330w9pGmp8P7j8bftm0U033/j2Jtmm2/fvsBpvLeBO+flQmzQJ9MdLiZMnFlim3bWJuuwabctlbomPkkIiIiIjIdZj6JiIiIzET3G2Y+GXwSERERmYnuNww+2e1ORERERBGGmU8iIiIic9FxknkiIiIiIpNh5pOIiIjITHSs+SQiIiIiMh1mPomIiIjMRPcbZj4ZfBIRERGZie43DD7Z7U5EFIk8efIEhw4dwuPHj6FVT588wdEjh/BEw20kItNh8ElGsXDuTOTK5ATn5HFR1b0krl0NgPfCueobWIp4UZEy2LJk4VxoxYMHD5A5nROuXb1qWNf5n78RK5q1YcmS0cWsbYyMPNzLYN5c41/r/letX7sabhmcET+mLQrkyY4Lfr5YMG+2Oo7jRLcOsch6rVm+bCnSO9ujSZMmcLZPqW5rzaoVy+CW0QntWjVHJpc06vbCeXPUPo4XI0qIRdZrzeyZ0+HilBp2dnYoXbIorgQEQMs6dmgHO1srtcg+zpwhLSxF165dUaWiB36bqZZ0Rlw0jsEn/bKrV/zhOWIIZi5chl2HTiONgyP+adUUlarWVNmX81fv4tzVuzh81h/xEyRE7j/yQyuBZ7XKHrh27UvgKY4fP4Zlq9bixp2Hatl76JjZ2tiwuAsuTq6OBwvqY1P/MrBPHEutz5gqLvYMK48Lk6t/9ZxuVbPgyvRauDevHpZ2LYEEsaJCSxYsWIBtWzZDawIC/NGqeWP0GzgEfv434OScFm1bNkO1GrXVcXzt9kO1nL90DQkSJsQf+QtCS54+fYr2bVthq89unDlzBp7jJqJHt87QWhs7dWiD9Zt3YP+Rkxg5ejz69OyKqjVqqX189dYDtZy9ePXzPi4ALQnw98fQIQPhvWwV/Pz84ODoiOZNG0HLjh87hhWr1+G/e4/UPj5w+DgswZnTp+Hl5YV/R3uauylkAgw+6ZedPX0K2XPlhmuWbEiRKjVq1mmgAlJbW1vEjRsXceIELcsXL0Bpdw/YOzhBCxrVq43qNWqFWPf+/Xv4nT+H/AUKqbbLEitWUMAX0RySxEL3qllRffh2ZP17Oa7cCcTUNgVhG8UKy7qVxImAh/izzwb12JoFg/Zp/gxJUCWfI/7ssx55O6+CtZUOwxrmgVY8evQIHTt2hItLOmjNRT9fFXhWrlodiZMkQeNmLXD61AnDcaxfFi2cB3ePinB01MZxrPfs2TOMGOUJVzc3dTtrtux49PAhtCQw8BmGDB+NzK5BbXTLmg2PHz38cq74vCyWfVy+Ihw0to9PnTqB3LnzIlu27EidOjXqN/gL/v6XoVVyPvM9fw4FCpr/fBYeHz9+RJtWzdGhQwcV4P8uNZ86Iy5ax+CTfplLugzYt3snzp05hWdPn2LOjCkoWKR4iMe8fv0aM6ZMQNt/ukIrxntNQcvWbUOsk4yRnPjy586ORHFjoFL5Mrhx/bpZ2pfFIQEOX7qPk1ce4uaDF5jjcxFOSWOjVLaUiG1ni66zD+HavefqsbULO6ufOdMmwubjN3Dpv2cIuBMI773+cEqqnQ+bbl06oVKlSsidJy+0pnRZdzRq3Mxw+9LFCyr7Gfo4njxxHDp26Q6tSZUqFWrVrqP+/+7dO4wfOwYeFSpBS1KmTIXqNWsb2jhpwliUK1/xq308ZeJ4/NO5G7QmfYaM2LXTB6dOnVRZ3KlTJqFY8ZLQqrOfz2d5c2VD/Nh2KF26tNnOZ+ExbepknDt7Bvb29li3dg3evn2LyEzH4JMo/FzSZ0A5j0ooVSg3MtonxvEjB9F74LAQj1m1bDGy5ciFVKntoRX2Dg5frTt//jzSuqTD1JlzcODoSVhHiYJ2rZubpX1+N5+gcOZkcLOPj9h2NmhWOgO2n74FV/v4OHLpHl69/WB4rEuKOOqn740n8MiTRnXPJ4odDQ2KucDn1H/Qgl07d2Dnju0YMWIEtE4+7CaMHYNGTb4Eo2Kp90LkzJUbadJo5zgO7fSpU0iaNCm2btmEUZ7joEVnTp9COscU2L51M4b/G7JbdZn3IuTIlRupNbiPM2TIiIqVqiBf7uwqi3j44AEMGTYSWuXnG3Q+mzFrLg4fO4UoUaKgdSvznM9+1PPnzzF4QD84ODji2rVrmDDOE8WLFMSrV6/M3TQyIgafFmLFihWoV68etOjEsSPYunkD1mzdg/NX76FClRqoX70CPn36ZHjMvFnTULdRU2hdnTp1sHv/YeTJ+wecndNizNiJ8Nm+TXVpmiP4XHXwKg7+WxF35tZDHpfE6DH3CGJFt8XVzxlPvQ8fPyFuDFtsOXFTdc+f96qGazNrI2Y0G/y76jTMTbJZbVu1wNjxXhbR7TdkYD/EiBEDDRo1CbF+5rSp+KuJtj+8pdt9y5YtKmvbsnnI9muFdLuvWLMRjs7OaNc6ZIA/a8aUEBloLTl65DA2bFiHnXsOqFkFqtWoicoVyoU412lJzdp1sO/gkaDzWdq0qobSZ9tWs5zPftTqlSvw4sULbNzqg/79+2Pdxi14HhiIhQvmIbLSwciZTwsYccTg04SKFSumpjyJ7FYv90aFytWQPWduxI4TB1169cfVKwE4dzYo6LkScBlXA/xRqGgJWJpEiROrbqs7d25H+O/O6ZwQZXOkQuHua5G0/jws3RuAlT1K4v3Hj3jz7kvWU8htu6hRUDGvPVImjIFsfy9H6r8WwvfGY8xsVxjmNnTwQOTImQtlypaD1km36vQpXpg+ez5sbGwM66W2LyDgMopquJtVyIdPjhw5MH3mHPVBLkGSFtuYNVsOTJo6C2tXr1RTL4kAtY/9NbuPl3gvQtVqNZArdx7EiRMHffsPwpUAf5w+fQqWILH+fHY74s9nP+rWrZuqLCdhwoTqtmRr5ctKwGXt1tZS+DH4pF8mJ7MH9+8bbsu31NevXuLjh6AAae3K5ShRqmyID3Kt6ty5M5YsXmi4Ld1qVlZWqlYtolUr4Iil+67gyKX7ePbyHfotOgaHJLHx+PkbJIwdLcRjJcP59v1HNfBo2hY/XLj1FA+evUbn2YdUQBrHzhbm/tBet3Y1kiWKp7orvRcvRPu2rfF321bQkqtXr6Bxgzr413O8qu8LbuXypShdppxmj+M9u3ehe9cvo9ttbG1VkCfHr1bs27MLvXt0+aqNus9tXLliKUqV1u4+lnPd/WDnusDAQLx8+eVcpzUy24H3oi/nswMHPp/PUkX8+exHpUiR8qsu9uvXryF5ihSIrHSs+aTw2r9/P8qWLYssWbKgZs2aqkalcePGSJcuHW7duoX69eur/0+dOtXwnCNHjqBChQrIlSuXGvkbvAtETg7ly5dHtmzZ1Fx9d+7cCXOKoOLFi2PlypWGdbNnz0aBAgXU89q3b483b94gouT+owA2rluFaV5jsXLpYjSuWw2JEidFhkyu6v6d27fgjwKFYAnkfRzYrw92+mzH9q1bVHBUq049NadfRLPS6ZAozpcgM1Z0G9hFtcb7D59UF3xwtjZWePT8DeQzPHGc6Ib1SeIG/V9GvZuTTP9z9MQZHDxyAidPnkQ5dw/07tsfvfsOgFbIB16Nyh4o6+4Bd49KqvZMFn2X6vYtm1GgkPmzyN/inNYFM6dPxYxpU3Hjxg307dUDJUr+idixY0MrnJxdMGfWdMyeOQ03b97AwL69VJZT30apAS1QULv7OH+BglizaoUazLVw4ULUqFYJSZImNYze1xpX1yzo3683dvhsx7atW9CiRQvUrlvfLOezH1W6bDlVqyqDjm7evAmvCeNUjXCFipXN3TQyIgafRsiUVa5cGZs2bYKTkxPGjh2L8ePHqwAzWbJkmDx5svp/w4YN1eNv376NZs2aqdpCqeOU2pZu3YJGdcoHhpwcGjRogA0bNiBmzJgYMGDAVx+QzZs3R7Vq1dSoYeHv768GcYwZM0YFpNevXw8RmP6on53LVj6oW7fvjOmTJuCf1k3w7OkTzJi/BLY2Nqq9J44dRq7ceS1i/ty6deuqqXbq1qqGRg3qoOSfpTDKc7xRti3BY3iW4/4PVNayUyU3NCiWFsu7l8S9p68xb8dFxIlhi6Z/plcZT7Hf9y5iRI2Co5cfoHHJdGhdLqP6Of+fYjh88R7effgY7t9vTClTpkQae3u1yAhWObZlHkd915oW+Gzboj705sycjhSJ4hgWybrIcSxX5MmTNx+0Ss43C72XYeKEsciUKRNevnqJ6bO0c0EHkTRZMsyZ740pXuORL6cbXr16icnTgibrl3187Mhh5M77B7RKBht17NxV7WM5p0u5wKIlKzSbqa1Vpy6qVq2O2jWqomG92mq0+5ixxjmfmUqCBAmwcs16LJg3Fy4uLpg4YRzmLfTWdLb2l+l+v0nmdZ+0WiltQXWd1atXVxnOaNGiqXnVZM46/X1Dhw5Fnjxf5lmcMmWKqgOdOXOmun337l0UKlQIe/fuxfLly1WgOmPGDHWfZD19fX1RtGhRFaguW7ZMZQguXbqE7du3G7YpQWupUqUwffp05M6d27BeamWIiIhIu9y6b8HzN++Ntr2YUaPg9NA/oWWMTn7RyJEjMWHCBBX4pU+fHt27d1dZh2+RzKdkgfSSJEmiglVZH/o+mS5FFr3jx4+jSJEiiB49OrZt24YSJUoY5veTUYGjRo1SWc+CBQuiV69eiB8/frhey+0nb2HMbyLy5StZXFujb1fEjm6aQzdmVCs8f/PRJNt2arLAqNuTLnnpfp/RrjCcmi7G89fvjLr9qzPrwhSi2+jw6p1pvvO++2Ca7caOZoVnr41/XMgFA0whWhTgtfE+y0J4HWyKL2OKa2eNJy8/WMw+trPV4eVb0xxvpirZM+XfniW1V7ZL5sVu918g3UQfPnzArFmzcPDgQTXCVN+FLqToN3RiOXny5KqORU8ynzKnoKyXbjOpE9W7cuUKKlasqIrchVxRw9PTE23atMHo0aPV79Zvw9XVVWVOfXx81CXUZEqN8PpkgsWU27U0ga/eGXWRSeTXHQmaMFoCT2Nvn4iITE/HAUcUHhL8yeCiNWvW4OHDhyrQ1AeE+mBx3759uHfvnhpIJGQw0YkTJ7BkyRLVXd6vXz+VwZTat3LlyuHo0aOqi12yoJMmTVL1L/rRqpIlla596WKXGiN5nJBu+L/++gvHjh1TNaRCuv+JiIiItIbB5y+QQRPS7S5BYsmSJbFjxw7V/a3XpUsX7Ny5U9VsyiAkIdlNqftcsGCBGjAkXehSF6rvPpeMpWRSJRCVUfBDhgz56vfKt5p27dqpbcrk3TLKvUaNGvj7779VYCpBcMuWLSNwTxAREdHP0OmMv2gdBxyRwX8mqPlMHtfW6NsVcSyw5jNxnaBRvcYko9LvzquHJPXmGb2r/OGiRjAF1nx+wZrPL1jz+QVrPn+vms+sPbcafcDRycHavFCDHgccEREREZmJTmUrjRcQW0Lmk8EnERERkbnojBwwWkDwyZpPIiIiIoowzHwSERERmYnOyNMjcaolIiIiIqJgmPkkIiIiMhOdkWs+LSDxycwnEREREUUcZj6JiIiIzMTKSqcWY25P6xh8EhEREZmJjt3uRERERESmw8wnERERkZnoONUSEREREZHpMPNJREREZCY61nwSEREREZkOM59EREREZqL7DWs+GXwSERERmYmOwSf9zuLFsLGY7ZryjyuKtWmqUR4t/gumcm1WPaNvM16uNkbfZqwY0XBv779IU7QzAl+8Nvr2Hx0eD1OxsTb+Mffh4yeYhs5k245igv1gym2b8nPYAj7jI4TJDmMTb5vMh8EnERERkZnoOOCIiIiIiMh0mPkkIiIiMhMdjFzzCe2nPhl8EhEREZmJjt3uRERERESmw8wnERERkZnofsOplpj5JCIiIqIIw8wnERERkZnoWPNJRERERGQ6zHwSERERmYnuN6z5ZPBJREREZCY6drsTEZlGnJjRkT1j6m/elytzGsSNFT3C2xVZPXnyBEcOH8Ljx4/N3RSin8bjOHJi8Ekm5+FeBvPmzoaWrV2zGhlcHBElShTkyZEVfr6+0DottrmeR14cXdoDt3ePwJyhDZEgbgy1vnKJbPDb0B+ju1ZTt8sXdTM8R3+fV586uLx5kLqtFR07tIOdrZXqxpKfmTOkhdY8ePAAmVwcce3qVcO6pUuXIpOLA1q3aIp0jqmwYvlSaK3NmdM5hWjz9OnTkd4pDRLHi4kyJYvhSkAAtKxr166oUtEDlqR06dKaPRdb4nFs7G53nREXrWPwSSa1YMECbNuyGVoW4O+P5k0aYeDgYbh16xacXVzQsnkTaJkW21w0TzqM6lIVXf5dgdzVhyJWjGjwHtUUsWNGg2eP6ijZ2BNFGoxSj+3byl39DH5frupD0H7oEgzpUBFacfzYMaxYvU5lXf679wgHDh+H1j6wq1Uqj2vXvnxgP336FK1atcLm7btw+PhpjB47Ab26d4Gm2lzZI0Sb5XgeMGAAFi9biWOnzsPB0REtmv4FrTpz+jS8vLzw72hPWIrFCxdg82Ztnost8TimX8Pgk0zm0aNH6NixI1xc0kHL/Px8VRBXtVp1JEmSBM2at8SpkyegZVpscx333Ji/9hB8Dvnhxp3H6OG5CvmzO6uu9C4jl+Pspf8Mj40fx079jB0jWoj7TvrdQPw4QdlSc3v//j18z59DgYKFEDduXLXEihULWtKwbi1Uq1ErxLrAZ8/g6emJzK5B2eWs2bLj0cOH0IpG9Wqjeqg2nz51Annz5lVtTZU6Neo1aISAgMvQoo8fP6JNq+bo0KGDCpIt5VzcrWsnpEunzXOxJR7HRqX7UvdpjMUCLu3O4JNMp1uXTqhUqRJy58kLLStbzh2NmzYz3L544QKcnbXXvar1NieIGxM3bj8y3P7w4aP6+STwFRZvPKr+H8U66JSzYfdZ9fPm3Sdf7otihbZ1imHNjlPQgrNnzqhAI2+ubIgePboqH7lx/Tq0ZMKkqWjVpl2IdSlTpUKdOnXU/9+9e4cJ4zxRvkIlaMV4rylo2bptiHXpM2SEj48PTp86qTJe06dMQtFiJaBF06ZOxrmzZ2Bvb491a9fg7du3sIRzsUeFiirA1yJLPI7p1zD4JJPYtXMHdu7YjhEjRsCSyAfJWM9RaNKsBSyFVtp80vcGyhTKbKg3UvWfZ6/i2fPX6rarSwqcXdNX/V+yosHJfVe3DkXJfBnQcfgyaIGf73mkdUmHGbPm4vTp06q2tnWr5tASeweHb9535vQpOKVOhq1bNmHk6LHQcpsl+KxatSry58mBlEni4/Chgxg8bCS05vnz5xg8oB8cHBxx7do1FRAVL1IQr169gtbPxYOHavdcbInHsTHpWPNJhw4dQrFixX77NvyK169fo22rFhg73ktz3ZTf07dvX8Swi4FGjbVd86nFNnvO3Q4rnQ4HFnXFzjkd0fmvP+G1eJfh/jMXb6H6P1PV/8d0rR7iuXJf+VYT4H/jPib1rQ0tqFm7DvYdPII8ef9A2rRpMXbcRPhs24pnz57BEkh35er1m+HknFYN2NCyo0cOY+3atfDZvR837z5C1eo1UbWiOz59+gQtWb1yBV68eIGNW33Qv39/rNu4Bc8DA7FwwTxokSWfiy3xOP5ZOiN3u1tA7Mng01wkuJQgMyw5cuTAmjVrYKmGDh6IHDlzoUzZcrAkO3f4YOLEiZg9byFsbGxgCbTU5qfPX6FEY0/U7jwdpy/egl/AHXh/7lLXO33hlvpZrnBmNb1ScCd8b6BJ73moUCzLV/dpQaLEiVU3/J3bt2EJJPuRLXsOTJ0+G2tWrVBT1mjVsiWLUbNmTeTKnQdx4sRBn/4DcSXAX2W9tOTWrZuqjChhwoTqtmTDJTgKuKzN+lRLPRdb6nFMP47BpwbJCS1mzJiwVEu8F2Hd2tVIliieGqThvXgh2rdtjb/btoJWXb1yBQ3q1lKBXIaMGWEJtNrm2/efqgCyz/g1+PjxEwrkcMaQ9iFHsEtC6+Onr+979+694T5z69GtM7wXLTTcPnTwAKysrFQtmpbt2b0LnTt3Nty2tbVVH+DSdq2SoP7evXuG24GBgXj58iU+fPgALUmRIuVXXezXr19D8hQpoPVzsSwLF2r/XGzJx/HP0rHbPXKTuq1q1aqpzGKbNm3UCU4/l1ihQoXUsm/fPsPjV6xYgXr16hlu37x5M8RowQMHDqB8+fLIli0bmjRpgjt37hju27ZtG0qVKoWsWbOiQYMGuHv3rlrfuHFjtQ2ZHqd+/frq/1OnBnVFfq/b/ciRI6hQoQJy5cqlRpHru//07VyyZAny5cunli1btsBctvrsxtETZ3DwyAmcPHkS5dw90Ltvf/TuOwBaJB8mlSu6w718BTVASuq6ZNFal5+ltLlVzcK4ePUu1u48rW5fvnYPf1XOr5bkieOodTuPXETgi9ch7kuZJC76t/XAtoO+6j5zc3XNgv79emOHz3b199SudUvUrlsfdnZBI/W1Km1aF3VOmTl9Km7euIF+fXqieIk/ETt2bGhVvvwF1HlMaiiXLF6IWtUqI0mSpIaRzlpRumw5VQssg47k88BrwjiVna1QsTK0KPi5WBYPD22fiy39OKYf99sEnxKoNW3aVAWY0qUtH9TDhg2Dn5+fml+uT58+mDZtGtavX/9D27tx4wZatGihAssNGzaoTKVsR8hoTZmGo3nz5upDK0GCBJg0aZK6b/z48SqITJYsGSZPnqz+37Bhw+/+vtu3b6NZs2Zq9J+cpKXuqFu3bob7L168qH7XokWLULlyZQwZMgTmkjJlSqSxt1eLjAiVfZMgYUJDV5XWbNu6Bb7nz2PmjGmqLipRvKDl+rVr0KqIaLPM0xneJWXSePinYUkM8FpvWPfi1Vs06T0XbesWxZ55QZmMrqOWf3Xf8eW91LyfMtfnz/xuWYypVp26qFq1OmrXqIpatWqhZKlSGDN2PLQuabJkWLZsmQqMcmXLrDKIU2fOgZZVqFRFnc+8xo9V83s+ffoEC5csN3spSWhyLl+5Zj0WzJsLFxcXTJwwDvMWems2Gx78XJzGAs7Fln4cW3rN58iRI1VcEzyuqFKlikp4DR8+PERy4/DhwyhTpgzy5MmDWbNmhf81f9JCqiQCSMApI6/37NmjUtK7d+9WV6iQYO7MmTOYMmWKYVL0GTNmqGk/JMhbuXIl5s0LKiaXb7rFixfHhQsXDIGjPFZI1tPX1xdFixZV00JIACpBgWxbrtwhmao5c7784Uhmc+jQoeqNC00yn927d1dt0JP2yfqZM2eq25JJlUB679696jX169cPO3bsUCfHK1euqCtZSDuJiIhIu/4ctx8v3xqvxMTO1hpb2uUL13MkESdfsiVWSpUqlZpFReKIAgUKqJ7dQYMGqd5cCUZl3tiSJUuiUaNGcHd3xz///IMuXbqEayqvKPhNSHAoO0wieH2NkWQPpc5IspB6qVOHfe1p/cjB4JlI+VaplzRpUrUIiedHjRqlgkdHR0fEiBFD/b5fEfr3ycTiUgMj64WTk5MKPMXPZgtevTP+95DoNjqTbNdUNS3RogCv38OimKrNqYt0Mvo2Y9pFRcCWwXD8syeev3xj9O1f22Ga6XlMdRx/NNFX/xi2Orx4a5qNmypfETOqFZ6/+bXzZFisrXQWdUyYEo/jL9vVEp2R6zTDuy2JT6T3V3phJfAUkqCTHmJJhMk8xxJgygwPEnxKgJo4cWK0bt1a/S65EpVkqRl8hkECw0yZMmHMmDGGE6jsWLncmKSW9fTBnJCdGjxoPHs2aGJsIQHr0aNfRvJKtlG62iVbum7dOlXrKMGnBJ6STd20aVOI9si2w3MST548OQ4ePGi4LZlP+WYi6y9fvmzRA5RIm0xZdymBpxbqOomIImvw+fz58xDrJWElS2hSridxUPXq1bF9+3YULFhQZUKzZMmiAk8h41P8/f3V/6VXVXpt9b/Hzc1NJdzC47ep+SxSpIgKLGXQUbRo0VTQKalk6f6Wrutdu3bh0qVLhm50fXZRAjt5AyVrGvy+cuXKqeBTgk3ZrtR0SuZRRuJJRlUCS+l6l+3KfaEDTcmwyuAmybzKwKXvkYFNJ06cUIOKpN5UutlLlChhEbU7REREFLEKFSqkBljrF315YXASr8hYFMl4/vfff5g9ezZq166t4p7gva36mQYkrgl9nyS/gs9W8SN+m+BTRsh5eXmpwlgJ2iQTKUGhROxS+9mzZ081oEcifj1JIUu9gwR+cp8MINKTN0q/PQlEZUCTfpCPjD5OkSIFypYtq6bBqVGjhvrG8ObNl25GqY/YuXOnqhGVN/57JNMqB45kUWX78m1EakaJiIjIculMNOBIus6PHTtmWILHMHpbt241jElp166dimkkIF2+fPlXWdKoUaOq8kNra+sQ9+nXh+s1/y4Djuj7WPPJms/g4uVqY/Rtyoj0e3v/ReICnUzS7f7osGlGo7NW7gvWfAZhzaflHsdaq/ksM/Gg0QccbWz9Y/WXMnh6//79mDt3rmFd+/btsXHjRjU1l4yA18uZM6eaVWfs2LGIFy+eepyQ5JtkWaXc8Ef9NplPIiIiIq3RmXGSeRkPE7xXVkj3e48ePUIEk1LuJ+NM5Apkrq6uIe47f/68KlMMDwafRERERL+hwoULq7EtMuhIZgWSDKgMNvrzzz9Vbad0vwsp+5ML2EiXu4yVOX78uMqYytSSMp2klCiGx28z2p2IiIhIa3S/MDH8t7b3o6T7XK4kJfOgy4V3EiVKBE9PTzXOROb2lKspyn0y2Eg/53n8+PHVFEwyFkau+CZzmstzw4PBJxEREdFvOs9njhw54O3t/dV6uaiODEg6d+6cmnZJAlU9mZBesp0BAQGqFlSmlQwPBp9ERERE9BXJhMpUlWGRWX/0k9KHF4NPIiIiIjPRhbOr/Ee2p3UccEREREREEYaZTyIiIiIzsZKrBxkx9WnMbZkKg08iIiKi33C0u7mw252IiIiIIgwzn0RERES/6VRL5sDMJxERERFFGGY+iYiIiMzEShe0GHN7WsfMJxERERFFGGY+iYiIiMxFZ+Q6TQvIfDL4JCIiIjIT3W841RKDTzL48PGTCbaqM8l2rU1WMKLDp0+m2A/Ay7cfjL5NOcdEixIFL9+8h7Fb/eDQeJjKFZ+RJtluglqzjL7NWNFtcHdePdj/NR+Br94Zddt35jeEaZjm706Y6u9DmKLNppxw21S7wlTvHWx0eP/B+Ns23S421fnYAqKzSI7BJxEREZGZ6D7/M+b2tI4DjoiIiIgowjDzSURERGQmVpxqiYiIiIjIdJj5JCIiIjIT3W94eU0Gn0RERERmovsNp1pitzsRERERRRhmPomIiIjMxEqnM+p8tKac29ZYmPkkIiIiogjDzCcRERGRmehY80lERGRaT548wdHDh/Dk8WNzN4WIzIDBJxnNgwcPkDmdE65dvWpY165dO8SKZm1YsmR0gdZ5uJfBvLmzoWXVK5bDovlz1HWPR4wYgVxZMsAldVJ06dAWL168gNaOi0wujiGOi+AqupfBfI3vby1bv3Y13DI4I35MWxTIkx0X/HxD3N+nZzfUqOIBrVi1YhncMjihXevmyJg2jbotVq9ejSwZ0yJBrKgokCfHV6+Dwn9MxItpi/zBjgk5H8eObm1YsmRy0fTnx6xZs5A7uxtSJomPRvVqq8dE5qmWdEZctI7BJxmFnBSqVfbAtWshA4yjR49i2aq1uHHnoVr2HjoGLVuwYAG2bdkMLVvqvRA+27ao/8+fMxNjx47F5BlzsH7bLhw/dgSd/m4FTR0Xlcp/dVzoeS9agG1bzbu/GxZ3wcXJ1fFgQX1s6l8G9oljqfUZU8XFnmHlcWFy9W8+d26HIhj1V16YS0CAP1o1b4x+A4fAz/8GnJzTom3LZob7z545jRlTJ2HYv57QgqdPn6Jj+zbYsGUH9h85iZFjxqN3j664EuCPRo0aqdfhe/k6nNOmRbtWX16HFo7jjKG+QJ09exYF8+VGiiTx0aNbZ/VFUAvkmGj5+Zi44H8Dzs5p0ebzMSHn46Ur1+L67Ydq2XvwmGY/P3Zs36aC5WEjRuHAkZN4FvgMtatXQWTudtcZcdE6Bp9kFPKttHqNWiHWvX//HufOnUP+AoUQN25ctcSKFfTBrkWPHj1Cx44d4eKSDlr1+NEj9O3eBc5pg9rovXA+/vnnH+TImRtpXdKha8++2Lh+LbSiYd1aqBbquAi+v7t37aTabS4OSWKhe9WsqD58O7L+vRxX7gRiapuCsI1ihWXdSuJEwEP82WeDemzNgk4hnlsqW0oUzJQMAxYfN1PrgYt+virIqFy1OhInSYLGzVrg9KkT6r6PHz/i79Yt0Kptezg4OEILAgOfYeiI0cjs6qZuZ8maDY8fPVSZuWHDhqFSlWrqdfzVtDlOnzoJrQRGVUN9gXrz5g3Kly+PbNmyY8/+I/Dz9dVMb4nsy/5hHBNaPh+H9fmxaME8NGzYEMVKlESq1KkxeOgIHNi/V503yPIx+CSjGO81BS1btw2x7tzZM+oDMH/u7EgUNwYqlS+DG9evQ6u6demESpUqIXce82WyvqdPj84oW74CcubOrW4/fPgQqVOnNtxvbW2tFq2YMGkqWrVpF+Z9Pbp2QnmPimbd31kcEuDwpfs4eeUhbj54gTk+F+GUNLYKLGPb2aLr7EO4du+5emztws6G59lFjQLPpn+g78KjePryrdnaX7qsOxo1/pIhvHTxgsp+ihnTpuD8uTNInSYNNqxbg7dvzddOvZQpU6F6zdrq/+/evYPX+LEo51FRvY5mzb68jssXL8Lx8+swtwZ1a30VGG3ZtFFlcYeNHA1HJyf0GzgYc2fPhBaU+cYxYTgf58mOxPFioJKHds7HYX1+PHz4IMS5zerzeU1L5zdjT7VkZcRF6xh8klHYOzh8tc7P9zzSpUuHqTPn4MDRk7COEkXVeWnRrp07sHPHdlU/qVV7du3E7p070HfQMMM6t6xZVa2c3qL5c1GkaAlo+bgIvr8HDTXv/va7+QSFMyeDm318xLazQbPSGbD99C242sfHkUv38OrtB8NjXVLEMfy/R7WssI1ijfcfPqGYW3JNdHNJcDlh7Bg0atIMz58/x9BB/WDv4KgCDAnyShUrhFevXkELzpw+BReHFNi+dTOGhyoJUK9j3Bj8FSyAMqeJYXyBOnPmFPLmzQs7Ozt129XVTZ3vtEb25fixY/BXk2Zfzscz5qiShyhyPm7TXLPniSxZs2PdunUqYBYL5s5Bjpy5ECfOl79DslycasmEDh06hO7du8PHxwe/oxq16qBxw3p4/ibo5DFm7ERkTu+EZ8+eIXbs2NCK169fo22rFhg73ksz3VBhtbHj360w0nNCiDb27jcItaqUR5kShfA8MBDnz53F2s07oGXyWqQ72HOc+fe3BJ+rDl7FwX8rqttX7gaicPe16FjRDVc/Zzz1Pnz8hLgxbBErug1al8uE4/4PVLd9m3IZcevhS1QfsQ3mLPsbMrAfYsSIgQaNmmDFCm+8fPEC6zZtR4KECVWX6x85s2DxwnkhsmLmIt3uK9dsRPeuHVVt59yFSwz3SdBsZxcD9Rs1hlYDIzmHOQRbLwM8JCP3+PFjxIsXD1oR/JiwsbFBk0b1EPg66Hw82nMiXDNo73ys165DR9TatxsF8uZEtOjRceTQQUydoY3SBmPTfV6MuT2tY/BpQjly5MCaNWvM3QzNSJQ4sfoWe+fObU2d7IYOHqi+UZcpWw5aNWrYYGTLngN/li4bYn3KVKnVwIeDx8+iX+/uSJwkKf7IXwBaNnDgQGTPmQulNbC/czonRNkcqVTAeeHWE/xTwQ0re5TEzrO38eZdyMe+efdBdbfXLZIW9568Qtn+m9S6sWvOwG9SDZUB3X7qP7O8jl07fTB9ihe27dqvgoybN28iZ+68KvAUkuXKlNkVAf7+0AIJ1rJmz4FJ02YhWyYXNfVSnOgJPr+OSdi6c596HVol+zNKqH7DqNGi4dXLl5oJPmVfTpvihe2fj4lvnY/vaux8rCc1qXv27MGp8xcxbswoPH3yxFCyQZbvh4PPq1evwtbW9ruPixYtGuLHj/+r7YoU5AQVM2ZM/K56du+CPDmzw6NKTXX78MEDsLKyUnVfWrLEexEe3L+PZImCPjRevnyJ5cuW4OiRwyobqgXLly7Gwwf34ZgiKJiQD7nVK5bh+NEjmDltMmLFjo3dO7Zjw/bd0LqFCxfi/v37SJH4y/5e8Xl/e0bw/q5WwBFL913BkUv31e1+i46hyZ/psfLgVWRMFTKIiBnNBm/ff0SKBDGw48x/KvAUz1+/h/+dZ6pW1BzB59WrV9C4QR386zke6TNkVOtSpkyJ16G62KX7PU/efDCnvXt2YfPG9Rg4JKjcwtbGVgWicl64cuUKmjSsq0bA61+HVsWLHx8Xfc+FWCc9DzY/8BkZUcfEX6GOiV5yPs6VHeUrfz4fHwo6H6fQ2Pk4tGTJkmPN6pUYN3FypKz3FMaeHskSplr64eCzRo0aP/RNVIqwq1Wrhj59+iCy2L9/PwYNGoRbt24hQ4YMGD58ONKkSYMDBw5gyJAhKssgWU55TNKkSb/b7b57926MHDkSt2/fRqlSpdC3b18V2I8fP179DvngmD17tvo2Ko+TbQupfxk3bpwaZFKoUCEMGDDA0G25atUqeHl5qf0v71WHDh3MfgBKHVSvXr0QO14ifPjwAZ3++Ru16tQz1ElpxVaf3fjw/r36fzQbHTr80wm58+RB3foNoRXrtuxQXad6fXt0RY7ceVC7Tn11e9TwIfCoVAVuWbJB6ySb8ezll7SiTFOTO3ce1DHD/pbC/ARxohpuS5e6XdSgWs48LolDPNbWxgqPnr/BrYcvkC5lXMN6+TNLEd8O/z16iYgmNZw1KnugrLsH3D0qqVpPUa5cObRt2xYzpk1G6TLuWLt6Jc6eOYU5C7xhTs7OLqg9sxKcnNKiRKnSGNS/D4oVL6k+W0q7u6NsOXkdFQ2vQ7qMzX0eC0uOHLkwZ+Z0w+2rV66oEfBaSLzIMVG9sgfKuXugfLBjIpOrqzofx/p8Pu6s0fNxaJO9JsDFJb0anBhZWemCFmNuL9IMOJJAau/evd9dPD09sWVL0ByEkUXnzp1RuXJlbNq0CU5OTmpexRs3bqBFixZo0KABNmzYoDKcEgx+z7Vr19CqVSvUr18fy5Ytw+nTpzF9+peT2K5du1Qwu3LlSmTPnh2jR49W648fP65OHF27dlWBpmSOJBAVR44cUfd169YNc+bMUc/VQnd/zdp1VSBct1Y1NGpQByX/LIVRnuOhNRLsp7G3V4u9vb16L6W7MuHnLktj1/X8zJIiRUqkSWNvWGLEjIEECRKodl6+fFllRnv1G/RLvyP0EhH7O42R97cEj+FZpG6zYl57dKrkhgbF0mJ595K49/Q15u24iDgxbNH0z/Qq4yn2+95FjKhRsPnEDbjnSq2mXnJJHgfDGuSGrY21yp6G9/f/KpnvVQaSSCCUIlEcwxIYGIilK9dh0fx5yOGWHpMmjsPs+YuRMpV5s1xJkyVTAfBkr/H4I4ebyuBPnj4bPtu24vz585gzazpSJo5rWK5fvwYtKlCwkKqVnDtnlro9csQQFC1WQhOZOf0xMXvmdCRPFMew5MtfUJ2P69WqprKiJUqWwr9jtHc+Dk5qaD1Hj8SQ4SPN3RQyMt2ncMyM+++//6pu9dCkbkS+9ckciRKU7dy5UwVlkUWxYsVQvXp1FTDK65cM1MyZM1XQN2PGDPWYO3fuwNfXF0WLFv2/mc9Jkyap20uXLlW3Fy1ahOXLl6tAVDKf3t7e6n7JhEowLxlkud27d2+VAdAHuAEBAbh3754acSmBp3y7lcBf/z7J+yBBMhER/To5/0ppgHxBFfIFv1atWogePbrqvpbPvYwZtV0uQNrU1PsMXr0LGghmDNFtrDCthisizYAj/TxxobtBJPiUOduEdEdHpsBTSNf3hAkTVIYyffr0KqCULnPJ4OhJd3vwLvdv0QepOXPmVLel+yN4t0fWrFkNtbXByxzk9+X+PLejcHR0VIt+mxLo6rcp74VMqRFe+lHpxhQzqpVJtmtton6F6DY6vHpnmiHLwaftMab4MaLg0YsvXfLGEtXGNFmcGLY6vHhrmn3s2Hi+UbeXKE401f0+o11hODVdjOevQ41C+kWXptWBKcSOZoVnn0c1G5upruQTJ7o1nr4y/t+IjbVxZhR88fk89vLzsevh4YEzvpdx8vgx5MqTV/VE6O/7VTKzginEimZlGO1uTKaqjDDV54dslywo+OzRo8dXQad0OUeNGlUFTIcPH1ZdZ87OXyZjtnRSPyMBolxjVjKekp2U7m2pqZJLlenJN2Kps1yxYoX6FvwtEqBKdlS6z/X7MPjce98aoJQsWTJVD6p38OBBFQzLItuU7hS5GoSQdurnRiPtMMXHSfBzvjYu7mdega/eGX1795++Vv+XwNPY2yfLJudeLczaQJZPZwF1msb0w+G/BFZS+9ilSxfVvS4DWyTIkUBs48aNqvt4ypQpqFevnuqSjiwk8GzcuLHqYpGBPvKtX9bpg08JNiUrKd3p8s33/wWeQv88qf2UgH3evHkqk/o9UnMqbdixY4fqUp86dSqSJ0+u7qtYsaLqmpfLwMkI+zFjxhi64ImIiEj7o911RlwiTfC5efNm5MmTB7ly5VKjv2WiaH3XsAyKmTx5ssoOSoCqhcEuxiKZSOl2l+CyZMmSKvjr378/UqVKpUaXy2uWgFKKz2Xk+/fI5cJktLxcx/jPP//EhQsXDIOK/p9s2bKp+RGHDh2qAlHJMMsXASHd7TKyVW6XKVNGdbvLCHoiIiIiix1wlClTJpw7d84wAEcCHZkKqHXr1mpgjEyJISSjJ4GYq6u2i13pa6z5NG3N50sT1HzqgtV8GrvV0Syw5jNR7aDRx8Yko9LvzquHJPXmGb3b/c5800wvxZpP49d8hmZnqzNajWdorPn8vWo+Wyw9i9fvjfc6o0WxwuRqmREpaj5Dp3FltLaMtpZ6RRkII4Nv9CPCZdAREREREdFPB58ygGXJkiXqp1yRRLqY5fJXf/zxh5psXQbAyBQ/Mt3EtGnTwpySiYiIiIh+7ysc/XDuWWoJjx07hpMnT6JAgQJqbjMZcCTTL8lo98KFC6vL5klg2r59e9O2moiIiIgid+Zz1KhRX62TieWDj9SWSz3K41avXm28FhIRERFFUjojX1VO+3nPcM7zGZpkPOvUCTlJslz94e+///7VdhERERFFelY6nVqMuT2tC/eQL/31xMWLFy/UgCPpev/rr78M6+V65XL9cSIiIiKinwo+9VfMkbpO/XQbMvF8kyZN1MTqly5dMjx227ZtaiEiIiKib9PpjL9EiuBTAk+5cpFcQUd/HXKZeF0ynP369VNX1dFfh1yu/iNZz9Dd8UREREREP1TzKZnNChUqoHnz5ioQ3bp1K+bPn6+WtGnThhjaL5eLdHFxUVMwEREREdG36TjV0rfJBPKdOnVSgeiuXbtUxtPNzS3EYw4dOoQFCxaoS0ASEREREf30aPcNGzao7nWZXqlQoUKq5nP9+vUqGJVLat6/fx+9evVS1ztPlCjRj26WiIiI6LelM3KdpgUkPn88+Fy2bBlsbW3x9OlTdSUjR0dHNco9WbJk6qcscn13qfkkIiIiou+z+g2nWvrh4HPmzJkq61m0aFE1xVL+/PnVICQ9ufpRo0aN0KJFC0yfPh3Ozs6majMRERERWagfDj7v3r2Lpk2bqonlZ8+ejQYNGqiu9/r16xsKXGVQkmRHu3btiuXLl5uy3UREREQWT/cbdrv/8ICjwYMHo23btqrGM02aNJg8eTI8PT1x/Phxdb8EovprwEsgKoOSiIiIiIh+Kvjs2bMnSpYsiZcvX6rb6dOnV5lQGWQk9Z7Baz0lA7pu3bof3TQRERHRbz3Vks6IS6Tpdk+SJIn6+e7dOxVsSve61Hz6+/vj8ePHqh5UL3v27Fi9erVpWkwmY22ls5jtfk60m4Spth0j6g//uYWbnQm2/f5D0FXNjE9n6CkxtvsLG8FUAmbUNfo2E5boZ/RtxrKLinubesC54jAEvvxyXjaWu1v6wlRM8aFpys9hU23bJkq4r3xt1m2/eWe6gcYfPprwZE9mE+5PrKNHjxr+HzNmTDXyXaxcudKwXrKi+stwEhEREVHYrMLTDf2D29M6o6VLZMolPWtra7UQERER0bfpeIWj/2/Pnj3YsWMHLl26FGK9dLkHn3bp/Pnz8PPzM14riYiIiChSCFfw2bdvX/Tv318FoMFJlvPcuXOG2wMGDMCKFSuM10oiIiKiSEink4nhjbdYQOIz/N3uO3fu/HojUaKo+T/F5s2bcevWLTXRPBERERHRTwef36sjkOmWRo8erSaZl8FIRERERPRtVp8zlsbcXqTLfL569QqdOnVCypQp1fRLMtBIP9jI19cXdnZ2cHd3N0VbiYiIiMjC/VDw+fr1azVp/JMnT/Do0SMVbEqW88qVKzh8+DDu3buHZ8+eYe3atZg7d67pW01EREQUCeh+w9HuPxR8ylWMDhw4oALOFClSqNty+UwJQl1cXNRjcubMqa7/3qFDB0ydOlVdhpOIiIiIvs3qN+x2/6EIsXPnzmqgUfz48dVtCTK7dOmC69evGx5jY2ODMWPG4P379xxsREREREQ/H3xKbacEl/pUbu/evVG5cmWUKFECQ4YMwYYNG9R6ub9bt26YMWOGqg0lIiIiom/T6Yy/aN1P9Y03atQIf//9t7p+uywZMmQIcWlNGYy0fft2Y7aTiMispOb9yOFDePz4MSxRnJjRkCtDCsSNGc3cTSEzHb+HDmn7+JU2Hj18CE803EYyQ/D56dMnTJ48WWU1bW1tMXv2bDXxvIODAz5+/Gh4XMmSJbFlyxYjNZEsUccO7WBna6Wy4fIzc4a00KIHDx4go4sjrl29alh37txZFMyXGymSxEePbp3Vca9Fa9esRgYXRzXPbp4cWeHn6wutWbd2NVzTOyNuDFvky50dfn6+IfZ95nROIfa9Fki7MoU6JpYuXYpMLg5o3aIp0jmmworlS83WvoblsuPSsn/wcEtPbB7bEPbJ4oVYf3VVZ3U7TdK4hudULpIRft7t4dW1Ai4v76hum8v6tavhlsEZ8WPaokCe7Ljg54sF82arc0Wc6NYhFlmvVTKlYJWKHrAEy5ctRXpnezRp0gTO9inVba1ZtWIZ3DI4oV3r5siYNo26Lc6fO4uiBfIiTfKE6N2ji2bPx7/CSqcz+hKpgs/8+fOry2beuHFDDSjy9vZG2bJl8fbtWzUiXs/NzQ0FCxY0RXvJQhw/dgwrVq9T37L/u/cIBw4fh9ZIkFG1Unlcu3Y1xKViq1XyQLZs2bFn/xEV0M2bq70PwAB/fzRv0ggDBw9TF3VwdnFBy+ZNoLU2tmrWGP0HDcHFgBtwTpsWbVo0M+z7apU9Qux7LVDtCnVMPH36FK1atcLm7btw+PhpjB47Ab26dzFL+xySx0OPhoVRrcciZK07AQH/Pca0HhVDrM/fdIp67LiOQVPexY4RFZ7/uKNk21nI1dAL7cesx5CWf5ql/QEB/mjVvDH6DRwCP/8bcHJOi7Ytm6FajdrqXHHt9kO1nL90DQkSJsQf+bX5OXLm9Gl4eXnh39Ge0Do5ftu3bYWtPrtx5swZeI6bqL5Ua62NHdu3wYYtO7D/yEmMHDMevXt0VefjmlUrImu27Ni59xAu+MoXlTmIbKxMsGhduNo4cOBAeHp6okGDBuq2ZD+FZF5kkJG/v7+6nS9fPlSrVs0U7SULIIPOfM+fQ4GChRA3bly1xIoVC1rToG4tVK9RK8S6jRs34tmzpxg2cjQcnZzQb+BgzJ09E1ojGUQJPKtWq65qsps1b4lTJ09ASy5c8FVBRuWq1ZE4SRI0adoCp08FtbFRvdpf7XstaFi3FqqFalfgs2fqvJfZ1U3dlg/CRw8fmqV9WdMmw+FzN3Hy4m3cuPcUc9cfh1OK+CHW37r/TD1WAlJ98Nll/EacDbirbstj4sexM0v7L/qFPCYaNws6JuSzRH+ukGXRwnlw96gIR0cnaI308rVp1VzN7OLg6Aitk2kQR4zyhKub+Y/fbwkMfIahI0Yb/sayZM2Gx48eGs7Hg4f/CwdHJ/TuPwjz52jvfEwmDD7lDy70Nd0NG7GyQtasWVGlShV1+9SpU3j58uVPNIcig7NnzqjjJW+ubIgePTo83MvgRrCZEbRi4qSpaNWmXYh1cuzmyp1XXSxBuLq6wc/3PLSmbDl3NG4alEUUFy9cgLOztkobypR1x19NvrTx0qULKtMlxntNQcvWbaE1E8I4JlKmSoU6deqo/7979w4TxnmifIVKZmmf79X7KJzdAW7OSVVQ2axSbmw/GhBifSy7oEsd7zp+Rf28ee8ZFm89o/4fxdoKbav/gTW7zVOiUbqsOxo1DnZMXPxyTOhJL9rkiePQsUt3aNG0qZNx7uwZ2NvbY93aNarnT8tSpUqFWrW/HL/jx46Bh5mO329JmTIVqtesbWij1/ixKOdRMeh8nCuP4XwswWnw0p3IQscBR98mdRaTJk365v0yGl4yoKJ///5YsWKFcVpIFkeCtbQu6TBj1lycPn1aHRetWzWH1tg7OISZJZAPFT2pQ7O2ttZ0kb58+I31HIUmzVpAy20c7znGEDCHte+14P+168zpU3BKnQxbt2zCyNFjYQ5+1+5j5a7zODSzJe5u7IE8mVKi+8TNIdb7r+ioHttvuk+I57o6JVH1oCXzOKPjuI3QwjExYewYNAr2BUUs9V6InLlyI02aL3+HWvH8+XMMHtAPDg6OuHbtmvoiUrxIQYuY3eX0qVNImjSpOn5HeY6DFsnfmItDCmzfuhnD//VU5+M09g5fnY85IMny/XDwKW+4BBEyir1IkSIoVapUiOXPP/9UGVD5pnL//n12u3+HjDosVqwYIqOatetg38EjyJP3D6RNmxZjx02Ez7at6kSidXKM20YNyhzpRY0WDa80nMmXQX8x7GKgUWNt1XwGJx/YdjFioEEj7bbxeyTrsnr9ZpWpk4FH5pAzQwqUy5cOhZpPRZIyQ7Bk21msGlFXjWLXr3eqPEo9duHA6iGee8b/Lsp3nAv/mw8xqYv5B8oMGdgPMcI4JmZOm4q/mmjvy6pYvXIFXrx4gY1bfVSSZd3GLXgeGIiFC+ZB66TbXQYCy/Grtfrw4H9jK9dshKOzM9q1avb5fBxU3qcXLWq0SNezagUjDziC9lOf4a5LlQLgMmXKqG5VCZ5kYJFkRUeOHKl+ypyfjRs3RtRQH+AUUo4cObBmzZpwPy9dunS4efMmLEmixInV8XLn9m1onVxIQQadBCcfLjaf65u1ZucOH0ycOBGz5y1UvQ9atGuHD6ZN8cLMOfM128YfIVmXbNlzYOr02VizaoWaFiaiVS/uiqU+Z3HE9xaevXiDftO3wyFFPAxsXtKwPvDlG/VYGQUv3fDBnbh4G02GrESFQhnU1EvmsmunD6ZP8cL02SGPCX//ywgIuIyixUtCi27duoncefIiYcKE6rYERxIwBVy+DEs4fuVzZ/rMOSqINsfx+yNtzJo9ByZNm4W1q1eGeT4OfB5oGG9CluunBkXJPJ7RokVTP5MnT64CzSxZsqj7nJ2d4eFh/m/VWicnrZgxYyIykpGU3osWGm4fOnhAZcWldk7rcuXKhcMHDxhuX71yRX3h0l/dS0ukbTJoSoLPDBnNN3XO99rYqEEdjPIcj/QZtNnG79mze5e6ypuefPDJh6Q5LiFsZaVDorgxDLelvtMuqg2ev3obYr2IHtUG1lY6FMiSJsTo9nfvPkBmq/n40TxT1ly9egWNG9TBv2EcEyuXL0XpMuU0+yUlRYqUX3WxX79+DclTpICWj9/uXb8cvzZmPH6/Ze+eXWoaJT1bm6A2yhziRw4dDHHsvH3zBvE0eD7+FTrWfIZNMppTpkxRqe579+7938dKd7sWP6h/xf79+9WUUhJg16xZU9X6iCNHjqBChQoqYOnYsWOIbuUDBw6gfPnyyJYtm5pb7c6dOz/U7b579271vJw5c6Jnz56GYvbSpUurrKcoXry4+v/69evV7R49eqguoODtLVCgQIi5VyOSq2sW9O/XGzt8tqtunnatW6J23fqGonEtK1SoEJ4FPsPcObPU7ZEjhqBosRKq7ERL5AOwckV3uJevgEqVKqlaNFm0NAeetFGmUyrn7qEG6GixjT8ibVoXTJ06FTOnT8XNGzfQr09PFC/xJ2LHjh3hbdl36prKWrat9gdqlHDFkiE1cffRcyzcfNKwXj+H573Hz1VX++WbD/FX+RxqSZk4Nvo3K4FtR/wNGdKIPiZqVPZAWXcPuHt8fUxs37IZBQoVhlaVLltO1bTLoCPpgfKaME7VKVaoWBla5ZzWRR27M6ZNVdMk9u3VAyVKmuf4/RZnZxfMmTkds2dMw82bNzCgXy8UK15Sfe7KSPj5n6e7Gz1iGAoXLa6587Gxru1uZcQlUgSfMvrM19cXAQEBapL5341kPeRyops2bYKTkxPGjh2L27dvo1mzZmoUrAyukjogubSokD/wFi1aqCmppAxBMpwDBgz47u+RoFbmE6xfvz6WLVumBuvIFFZCbkuwK+SqUvJ/qbMVUgaxbds2wwl869atKlg11zfbWnXqomrV6qhdoypq1aqFkqVKYczY8bCUjLTXpGno2L4tUidPpEazDhwyDFqzbesW+J4/j5kzpqlprBLFC1quf/5ipAXbt21RH9SzZ05HsoRxDIv+y5ulSJosmfr7k0AjV7bM6kv41JnGmWtQMpfhWSRoHL/0gBqxPrV7JcSPbYdGg1Zg6+Ev68d1LK+23WrEGpX9fPHqHZoMXqHuOz6njRolL3N9hvd365df4fP5mJBAI0WiOIZFsocSmB49cgh58uaDViVIkAAr16zHgnlz4eLigokTxmHeQm9N9+okS5YMC72XYeKEsciUKRNevnqJ6bPmQmt/Y3MWeGOy13j8kcNN1dhPnj5bnY/HTZyKLv+0g2OqJNiwfg36Dxpq7uaSEeg+hSMNUbt2bdStW1eN/F28eLHKAkqX5MqVK7F27VqVAWzdurXKHjlawPxnP0oylNWrV1dBoZQbyDyWs2bNUtnLmTOD5hy7e/euet179+7F8uXLVXAo17gXkvWU4L1o0aKGbcpzu3fvDh+fLyNSZTYBuS1XUxGLFi1S25IPPj3JeMqgLyl50JP2yAUA5PmSaS1cuLCalzB79uwRsn8iI3nPjh07hrx586oPHCIiMo/Ifj4e5uOPtx+M1yNka61Dt2LamyM3uKC5kcJJgk/JhspP6RaW/0u2T6iswNSpGDZMe9minyWDqSZMmKCykHLtegkaJfMZPACUib6lFkzWh75PpreQ5Xv0Qap0uYsPHz78UFe1fDuULKhkPOX/kvGUIDS8Xr0zfndodBudSbZrqp5bO1sdXr79hNjxk6BoybJqndw2Vr2eKUSLArx+b/ztvv9gmrKNmFGt8PyNabYtdWKmEMNWhxdGOg6Cc/AwfhYnpp0tAlZ0gmPlf/H8pfHnoLy8KqiHx9hiR7PCs9fGPy5srE1zTJjq3GbK49hU54o37z4Yf6OAusTq01cfED1OIhQoVlqtk9vG2C5ZYPApwaUMMpoz50vXk3RLyx9Mo0aN1NRLEpjGixd0hQ1LJl1BEgRKplMyjOPHj1fd61KXefDgl0JoyXxKIC4DsKSb4+jRo4b7rly5oq6GId3z/68rXAJUyY7KNYOF1GyGLm6XfRxWslpqY3r16qUK9aUb3lQnLyIyHlPWXUrgaY66TiIKH52RBwlFuknmJfiSIEdqEaVbOfQiwZJc0UYG4fzMNEJaJIGnTB0lr+fhw4dqP8g6CT5PnDiBJUuWqKxvv379UKJECTUFR7ly5VTwKcGmZEGlO1y6Cr5Xg6l/ntTESRZ13rx5KssaXOrUqdWgJAl29TWgInfu3CpQXbhwoQo+iYiIiCw6+JSAS+YI+xYJTOUxQkbf5smTB5GBDBaSbncJIEuWLKkuMSojyyW7KTMALFiwQL1eCbqHDh1quJyZl5eXypZKQCmj4IcMGfLd3yWB5fDhw1XJgnSjX7hwAaNHjw7xGAlyZbsy4l3qbvVk9J88J06cOHD7fA1fIiIi0jar33C0e7gGHP0/shmZ4kcGvlDEkmshP3r0SAXIMs2VdPH/DNZ8fqn5NAXWfAZhzecXCUv0M/o2ZUT6vU09kLj0EJN0u9/d0hemwJrPL1jzGbLm0xTb1ZJ/dwYYfcBRpyI/N+hbenolaSallIcPH1ZX0JP4QmbwkbJKPZn9R5JlMuZHShHd3d3D9XusjPnHwsDTPJ4+farqbOXSpvXq1TN3c4iIiMjCrFmzRs3YIyTgbNmypQpEvb291YxG+nEuFy9eRKdOndTUkDKrz7hx49RUnCYfcETaIiPtz5w5Y+5mEBERUThZGbmr/Ge2JZdblUymg4ODIRBNnDixmj5TkosSaMq0jzLdlUwHKaWVclEhIfOdy/zj4el11c71tYiIiIjIKPRXENMv+ismhkUCTxk0nTVrVnVbxpxIgKkvAZGxJOfOnVP/9/PzU0GoXvD7fhSDTyIiIqJINuCoUKFCaqC4fpFB0mGR7nS5JLhczVFPgtXg85XL4Gv95dXlio7fuu9HsdudiIiIKJLZvXt3iNsyhWNocpVKGVQkM+lIEBl8Bp3gj5e53WVw8/fu+1EMPomIiIjMRKfTGXmS+aCNBQ8mv0WmhcycOTOKFCkSYr1M2yiDjvQk2ykXsfnefT+KwScRERHRbzjgaO3ateqKlPrLeksGc+PGjer/wS/Tff78eTW4Wbi6uuLkyZOGAUfB7/tRDD6JiIiIfkMLFy5UFwnSGzFiBLJkyaIuniPZUJm/PVeuXJg+fToKFCigHiNTO9aqVQv169dXtZ9yNUYPD49w/V4Gn0RERES/4bXdkyZNGuK2nZ0d4sWLpy5YI5f3btasmVoXK1YsdfVFkT59ehV4VqlSRdV7pkmTBrVr1w5XGxl8EhERERH0AaaQ7KZkO2UCeemWjxEjhuE+mdOzfPnyuHv3rsqMhjWY6f9h8ElERERkJlY6nZFrPo23sVSpUqklLM7Ozmr5GZznk4iIiIgiDDOfRERERL/x5TUjGoNPIiIiInPRGXfAkWxP69jtTkREREQRhplPIiIiIjOxgs6omUDZntYx+CSDj58sZ7umrGkxavdHMO/efzTJdqNFsTLJtk21H0zp0ycTHcTQmWTb/23qA1O5sKKrSbabxGO00bcZy84W91a1g3PNCQh8+dao2360vqNRt0dfszbhCdmU2ybzYfBJRERE9BtOMm8uDD6JiIiIzMTqNxztzgFHRERERBRhmPkkIiIiMhMrDV/hyFSY+SQiIiKiCMPMJxEREZGZ6H7DAUfMfBIRERFRhGHmk4iIiMick8zrjLs9rWPwSURERGQmOna7ExERERGZDoNPIqJI6N7duzh29DBevHgBSxUnRlTkSp8UcWNGNXdTLN6TJ09w6NAhPH782NxNoTACMWMvWmcJbSQL8eDBA2RyccS1q1d/aL2WzJs7G3a2VtDpdOqnfpH1WrF+7Wq4ZXBGvJi2yJ8nOy74+X71mEoeZbBgnnbaLO995nROId776dOnI71TGiSOFxNlShbDlYAAaElYbdbr3bMbqlX2gBZVrVAWC+fNUf/39PRE7mwZ0bp5Y2R2SYMD+/aYtW0NS7vi0oJmeLjmb2weWQP2SeOo9aNaFcOrLZ3Udd3FoUn1Dc+pXNAFfvOawqtDKVxe2ELd1oKOHdqFOFdkzpAWWrd82VKkd7ZHkyZN4GyfUt0mMicGn2S0D+xqlcrj2rWrP7Rea2rUrI3/7j1SWQH5eTHgOhImTIj8+QtCCwIC/NGyeWP0GzgEF/xvwNk5Ldq0bBbiMd6LFmD71i3QCvXeV/YI8d4H+PtjwIABWLxsJY6dOg8HR0e0aPoXtNxmvbNnTmP6lEkY8a8ntGbp4oXw2Rb03gf4X8awYcOw/+hpHDx2Bs1btcWQgX3N1jaHZHHQo+4fqNZ3FbI2nomA208wrXNpdV/2tElQsedyONeZrG4X67BI/YxtZwvPtiVQsuNi5Go+B+3Hb8OQpoWhBcePHcOK1esM54oDh49Dy54+fYr2bVthq89unDlzBp7jJqJHt87QmnVrV8M1vTPixrBFvtzZ4ff5y/X5c2dROH8epEqaAD27d8GnT58Q2eh0OqMvWsfgk4yiYd1aqFaj1lfra9asGeZ6rbG1tUXcuHENy8L5c1G+QkU4OjlBCyTL2X/gEFSuWh2JkyRB42YtcPrUCcP9jx49Qs/unZHWJR20olG92qge6r2XNufNmxdZs2VHqtSpUa9BIwQEXIaW2yw+fvyItq1boHXb9ipg1pLHjx6hd7D3/s2bN5g6dSqSJ0+hbmfJmh2PHj4yW/uyOifBYd/bOHn5Hm7cD8TcTWfglDwerK10yGCfEHvP3MSzF2/VY1+8fqd+xo4RFV0m78DZKw/U7ZOX7yJ+7Ogwt/fv38P3/DkUKFjIcK6IFSsWtOzZs2cYMcoTrm5u6rb87T16+BBaIl9KWzVrjP6DhuBiwA04p02LNi2aqWO5euUKqs279h2Gn+95zNdQbxT9PAafZBQTJk1FqzZBXWfBTZs2Lcz1Wvb69Wt4TRiHLl17QCvKlHVHo8ZfMp2XLl6Ak/OX7r6e3TqhvEdF5MqdB1ox3msKWrZuG2Jd+gwZ4ePjg9OnTqqMjGQSixYrAS23WUyePBnnz55B6jRpsH7dGrx9GxQsaUGv7p1RzqMicuYKeu8zZMwED4+g0gCp95w+xQvlPCqYrX2+1x6icNZUcHNMpDKazTyyYvvxa8jskEhdBlC62q95t1KPTZEwpvp5834gFvsEZb6iWFuhbeWcWLPvEszt7Jkz6otI3lzZED16dHi4l8GN69ehZalSpUKt2nXU/9+9e4fxY8fAo0IlaMmFC76qV0f/5bpJ06Av1xs3bsSzZ08xdMQolQjoN2Aw5s6ehchGZ4JF6xh8klHYOziEud7hG+u1zHvxQvVBnsbeHlokgY98gPzVJCgY3bFjB3bt8MGAwcOh9WNCgs+qVasif54cSJkkPg4fOojBw0ZCy21+/vw5+vbtC3sHRxVoTBw3Fn8WK4RXr17B3Pbs2oHdO33Qb9Cwr+7bumkDMjilxJ3bt9G5Wy+Yi9/1h1i55yIOTW6Au6vaIU+G5Og+dScypEmAizcfofGIDSjSfoF67KhWxUM819UxEa56t0TJnPbo6OUDc5PMm2SYZ8yai9OnTyNKlCho3ao5LMHpU6eQNGlSbN2yCaM8x0FL5Mu1/nwmLl0K+nJ96tQp9YXazs5Orc/s6oYLfucROa/trjPqonUMPn/RzZs3kS5dunDf97PbJNObPnUKmjTT7gfKkIH9ECNGDDRo1ERlaZs3b47R4yZqvvtPHD1yGGvXroXP7v24efcRqlaviaoV3TVdx7Vm1QqVQVy/eTt69umHNRs2IzAwEIsWzDNru+S9/6ddK4waOyHM975oiT+xaOkq9f8BfcyXxc+ZLinK5XVCoXbzkaTiOCzZ4YdVg6qozGaBNvNxyPc2rtx+qh5bOEsqxLKzNTz3TMB9lO++DP7/Pcakf0rB3GrWroN9B48gT94/kDZtWowdNxE+27aqrm2tk273LVu2qKCuZfMm0Cr15dpzDBo3bab2axr7L18IpZbRytqaI/YjAQafJpQ8eXIcOXIkzPvq1auHFStWhPt5ZFqXL19WAzaKlygJLdq10wfTpnhhxuz5sLGxwYihg5ArVy6ULlMOlmDZksWqDliyGXHixEGf/gNxJcAfZ06fglbdunVL1anKADQh2a7Mrq5qEJg5/TtsELJlz4k/S4f93ks78xcsjGH/jsH8uebrqqxeND2W7ryAI3538OzlW/SbvVcNQpJu+NCsra2QNH6MEOtOXLqLJiM3oUL+tGrqJS1JlDix6oaX7LLWSeCWI0cOTJ85B6tXrlBTL2nR4AH9YPf5y7Ucw7ZRQ77n0aJGw6uXLxHZ6H6jLnfB4NOErKysEDt27Ah7Hv26JUuWqC4gCey05urVK/irQR386zledV+Lpd6LsHr1aqRKGl8tcvufv9ugw9+toUXyQX3v3j3Dbckgvnz5Eh8+fIBWpUiR4qsu9uvXrxsG9JgzkN+4fg3skydQy7Ili9C5QxvkyZ4Zo0aNMjzOxtYW1tbWZmundAEmivtlsJBkNu2i2WBIs8KoUTR9iMd++PBR1XsWcE0ZYnT7u3cfVHb8o5kz5DJK3HvRQsPtQwcPqPN1ylSpoFV7du9C966dQxwPKoNopb2Pfykfki/XM+cEfbmOHz8+Ht6/H+Ixz58HqtdAlo2X1wRUBnLhwoVIlCgRDh8+jKxZs2Lo0KFInDgxLl68qOq95Gf27NkxcOBAVTfzo93nxYsXx4ULFwzr+vTpA29vb/V/+V3du3dHjRo11PQz/+954vz58+jfv79qi3TLS1uk60fs378fgwYNUlmaDBkyYPjw4UiTJo2R9tDvY9OmTahdrwG0RoKf6pU9UM7dA+U9Kqk6RLFx605Et/mE528+qtu9unVGrtx5UUeDr0Hky18AzZs0Qia3bOrva86smUiSJKmq5dKqUmXKofM/f2PGtMkoXcYda1avxNnTpzBvQdDfsbms37oTH96/N9zu3aOLqlUuUKgwKpQpgcQp7OGWJStGDBmICpWqmq2d+87ewrTOZdRo93uPX6BhGTfcffQCC7aeR9+GBXD38UtDV/uSnX549eY9Lt96jL/KuqmfW45cUY/bdvwaAl+ad6CXq2sW9O/XWw2KiaL7iHZt2qJ23fqGmkQtck7rgpnTp6rp2WSAVN9evVCi5J+aS3BcvXIFjRrUwahgX66lV2fq1GkhHiMj4CUojUx0vLzm70vmP8uWLRtWrVqlpt2RgFPqvP766y/kz58fa9asQbJkydCqVSuVvflZPXr0UF3qEshKICr/l3XfIxkimSC4cOHCKkBydXVFp06dDPd37twZlStXVvc5OTlh7NixP93G35UEeHIFkLx580FrZA5HGewwe+Z0JE8Ux7B8+PgB9vb2SJMmaIkRMyYSJEyABJ+7iLWmQqUq6NatG7zGj1Xzez59+gQLlyzXZKZZL0GCBNiwYQMWzJ+HbK7pMWnCOMxZsNjs2a4UKVIidRp7wxIzRkwkSJBQdcVPmTIFvbp1QuF8OZEqdRoMHGq8QV0SKIZn2XbsKsavOIq2lXNgaqcyiB8rGhoN34B1By5jzb7LWNy3AqZ0DJr3c9C8/eo5MuVSkxEb1HOOT2ukRsnLXJ/h/d3B60eNoVaduqhatTpq16iKWrVqoWSpUhgzdjy0TD63Fnovw8QJY5EpUya8fPUS02fNhdbOvdX0X64rBH25lqVgwYJ4FvgM8+YElY38O2IoihQrbtZMPhmH7pOWK/0jMPMpwdrOnTtVd4RkGGVE7pAhQzBp0iRs3rxZPU6+cUnt16xZs1R29P9lKb93n9R8VqpUSQWMP/I8GaQxceJEFVwKmaZm3759KFu2rLpdrFgxVK9eHfXr10e0aNHUfHQSRBMREWmZlA5VrFjxq/VXrlxRswpIoC9TW0mpgHxOZ8wYlBmNLJae+g/vPxovFItipUO1LMmhZex2/0y60vVXBUiSJImqQZPatJQpUxoeEzVqVHXff//9Zwg+I8rt27dDtEUGa+gDTzFy5EhMmDAh6NKF6dOr7nz5lhseL94a/3tIDFudSbZrZaJuheg2Orx6Z5rvY+8/mGa7saJZIfD1z2fjI7rrJmZUK0OZgKUwVZvfmeiYiGdnjccvTVNHm672RKNvM2Z0WwQsagHHWpPx/JVxu9avLf163latnytMdYWaaFGA118qNYzm/Ydf+9soXro8Al9/CPPvLmGy1Dh9/hJOnDimSoqkJ+JX/xZlu1piZeRuaG29urAx+PxMAkpJAssfvQR6MspOAlLJQgafAkICUhmA8Kvk94Qn6SxdJ1LPqSclAVIrKlnYmDFjqmBZ/i8Zz/Hjx6uuTcmWEhEZkynrLiXwNHddJ2lPkqRJLWZGD4o8AXKEkKBS6qRu3LihMojS7S2LBHlyWwI/GdAj9XVSb/mrUqdOjYMHD6rfK4OFvjfat0iRIqqrXdp4584dVQ4gz5HpX+Rn48aNVV3qw4cPVVCr5dHDREREFITXdv+NSTe61JaUL19eXYKsd+/eaiLvGTNmYO/evWq9ZEe9vLyMMkVFy5YtVaArtZoyuOl7g5hkEmnpUpdLE5YpU0Zd+UGCYjnIJPMp3e4SkJYsWVJd8UZGxRMRERFpDQccfR5wtHLlSsybZ94rlpgbaz5Z8xkcaz6/YM3nF8krjjH6NmVU+r1V7ZC44jijd7s/Wt8RpsCaT+PVfEb0353Waj5Xnr5t9AFHldySQcu09Q4QERERUaTGAUeAmu4orCmPiIiIiExJp+o0jbs9rWPwSURERGQmVr/hVEuW0EYiIiIiiiSY+SQiIiIyE91v2O3OzCcRERERRRhmPomIiIjMRPd5Meb2tI7BJxEREZGZ6HTGnVfZAnrd2e1ORERERBGHmU8iIiIiM7GCzshTLWk/9cnMJxERERFFGGY+iYiIiMxEx5pPIiIiIiLTYeaTiIiIyEx06p9xt6d1DD6JiIiIzETHbnciIiIiItNh5pMMrK10FrPdT58+wdLYRLGyyG2bQhRr07TXlMeFKY5jU16D2dZEx8T9tf/AVAK82xh9m/Hztjf6NmPFiIp7u0cgTfGuCHzxxujbf3TQE6ahs8hzZ2SnM/JUS5bQ7W5Zn1hEREREZNGY+SQiIiIyEx1rPomIiIiITIeZTyIiIiIz0f2GmU8Gn0RERERmovsN5/lktzsRERERRRhmPomIiIjMxEoHfDJistJEsyYaFTOfRERERBRhmPkkIiIiMhMdaz6JiIiIiEyHmU8iIiIiM9H9hlMtMfNJJvPkyRMcOnQIjx8/NndTSCN4TBARhaQzdL0b65/2Mfgkk1i+bCnSO9ujSZMmcLZPqW5bCg/3Mpg3dzYswYMHD+Dg4IBrV69C6yz5mOjatSuqVPSAVo+BTC6O3zwGKrqXwXwNHc/r1q6Ga3pnxI1hi3y5s8PPz1etP3v2LArnz4NUSROgZ/cu+PTpk9naWK98Hhz17obbO4dizuD6SBA3hlrvXjgzzq/ujf98hqrbadMkNjxnVOfKeHVsrGE5u6oXtEDOZXa2VmrR6XSG/2vtHCfHceZ0TobjWI5ZaW+saNYhFi0dy/TzGHyS0T19+hTt27bCVp/dOHPmDDzHTUSPbp1hCRYsWIBtWzbDEsjJunIFd1y1gMDTko+JM6dPw8vLC/+O9oQWj4Fqlcrj2rWwjwHvRQuwbat2jucAf3+0atYY/QcNwcWAG3BOmxZtWjTDmzdvUL58eWTNlh279h2Gn+95swUZRXO7qECyy+iVyF1zBGLFjAbvfxvDIWUCTOlbG70nrEWWKoPVY8d0qWp4XvYMqVGx3RQkLdxNLXlrj4QW1KhZG//de6QW6XG4GHAdCRMmRP78BaGp47iyR4jjuHrN2qq9N+48VIvf5WtIkDAh8mmo3cacGsnKyIvWMfgko3v27BlGjPKEq5ubui0fKI8ePoTWPXr0CB07doSLSzpYgvp1aqoPFktgqcfEx48f0aZVc3To0AEOjo7QmoZ1a6FajVrfPJ67d+2EtBo6ni9c8EW/gUNQuWp1JE6SBE2atsDpUyewZfNG9QVl6IhRcHRyQr8BgzF39iyztLFOuVyYv/YwfA5dwI07j9HDczXyZ3PCH1kc0Xv8WizfehL3Hz9Xj82cNrn6aW1thQxOSbH3+GU8ff5KLc9fvoEW2NraIm7cuIZl4fy5KF+hotrPWtGoXm1UD3Ucf9XuBfNQ3kNb7aafxwFHZHSpUqVCrdp11P/fvXuH8WPHwKNCJWhdty6dUKlSJTx/8QqWwGvyNNg7OKDTP39D6yz1mJg2dTLOnT2DFs2bYd3aNfizVGn1oagVEyZNVcdAl47tv7qvR9dO6sP69evX0IoyZd1D3L506QKcnNPi7OnTyJs3L+zs7NT6zK5uuOB33ixtTBA3Js5dvm24/eFjUPf/ul1n8Ox5yH155eYD9TOzczJY6XQ4tKgLkieKgz3H/dFmsLcKXrVEjgWvCeOwa+9BaMl4rynfPI717Z40cRx27D6AyEhn9KmWtI+ZTzKZ06dOIWnSpNi6ZRNGeY6Dlu3auQM7d2zHiBEjYCnkZG1pLOmYeP78OQYP6AcHB0dcu3YNE8Z5oniRgnj16pXmj4EdO4KO50FDtXs8v337FuM9x6Bx02Z4FvhM1S7rSa2flbW1WQamnfS7gTIFM6k2iHrlc+Po2WshAk+bKNbq55zVQUFcBsekuHjtHhr3no9cNUfg/YePmNCzBrRm4cKFyJkrD9LY28OSzmVLFku7c2uu3fTzGHySyUgX65YtW1Rmo2XzJtAq+VbdtlULjB3vhVixYpm7OZGapRwTYvXKFXjx4gU2bvVB//79sW7jFjwPDFTdf1omx3Pz5s3hOU7bx7ME9nYxYqBBoyaIEiUKokaNGuL+aFGj4dXLlxHeLs95O2BlpcOBBZ2wc1Z7dG5UEl7eu0M8pstfJdXP+esOq5+LNx5DgXqjcOjMVfjfuI/2w5aieJ50iBUj5Gsyt8mTJ6NJs+awNDOnT0XjppbX7vBOtaQz4qJ1DD4tTLFixdRUNZZAMgc5cuTA9Jlz1Ae5TLOjRUMHD0SOnLlQpmw5czcl0rOUY0LcunUTufPkVYMzhARI0h0ccPkytGzYkIHIlSsXSmv4eN61wwfTpnhh5pz5sLGxQbx48XH//v0Qj3n+PBA2ZihxkHrNEk3GoXaXWTh98T/4XbkD703HDPcXzpUWf1XKp/4vGc6w3HsUqOpAkyaMA63wv3wZly9fRvESQYGzpfD3v4wA/8soVtyy2h3+qZZg1EXrGHyS0e3ZvQvdu34ZySwfIKobzUqbh9sS70Vq+pdkieKpwnbvxQvRvm1r/N22lbmbFmlY2jEhUqRI+VUX+/Xr15A8RQpo2dLFi7B69WqkSBxPLdJl2aFdazXbgBZcvXIFjRrUwSjP8UifIaNalyNHThw4cCDEY2QEfPz48c3WztsPnqJCMTf0mbAOHz/XfaZJHh9zBjdAtzGrQjx2yN8eqFE6h+F2Hjd7fPjwETfvaqfmc/myJXB3d1fBviVZsWwpSpcpZ3Htpv9Pu2d+C7F//36ULVsWWbJkQc2aNVVt2Pjx49VchnXr1lVZHhkpK/VjekeOHEGFChVUdkJGV8tIYL169ephxYoVmDVrFooWLYpdu3ap9Y0bN0a6dOlw69Yt1K9fX/1/6tSphuetW7dOZUWzZs2qHisjXc3FOa2L6iaZMW0qbty4gb69eqBEyT8RO3ZsaJFM/3P0xBkcPHICJ0+eRDl3D/Tu2x+9+w4wd9MiDUs7JoRkDmXKHxl0dPPmTTVQ48zpU6hQsTK0bIvPbjVn5v7DJ9RS1t0Dvfr0Ry8NHM8SzMuUOvI3Vr5CJXVelCVfgYLqPDhvTtAI939HDEWRYsVhbR1UW2kOrWoUwsWrd7F25xl1O1pUG6zwbKYGHm3Yc1atixE9KDMrGdK+LcuiSC4XFM+bDuO7V8eC9Ufw6vU7aMXWLZtRpEgRWBqZ+q5AocKIzKygUwPWjLZYQO6Twecv6ty5MypXroxNmzbByckJY8eOVev37NmDqlWrYvny5Spg9PQMmiPw9u3baNasGerUqaOCTKkp69atW4htent7Y9++farOzO3z1DQS0ErQmixZMlW3I/9v2LChuk9O3rINCWQlCJUTtgSv5iJtXOi9DBMnjEWmTJnw8tVLTJ81F1qVMmVKVcgui729PWLGjKnmk9N3t9Lvd0yIBAkSYOWa9Vgwby5cXFwwccI4zFvojZSpUkHLUqRMqY5j/TGtpeN5+7YtKqCfPXM6kiWMY1j+u3UL06dPR6cO7ZAmRWKsX7cGAwcPM8rvlLrL8C4pk8TFPw2KY8DkDYZ15YtkRkanZGhcOR+ubB6kti0/MzolxfrdZ7Bm52ksHvkX5g5pgJ1HL6HPhDU/9btNUScqQf+Rw4eQL19QuYClkHYfPXIIef6wrHbT9+k+mfMyEpGAZBurV6+uspHRokXD+/fvMWXKFJURXbRokXrM1q1bMXToUPj4+Kj7pGZz5syZ6r67d++iUKFC2Lt3LxIlSqQyn1IHJ0FrWFO6yO+TbeXJkyfEAAO5LcGqZGEl+JT5CdlNQUSW5M6dOzh27JiadkmCf6LfwRH/J/hgxEjMWgfkcooLLeM8n79o5MiRmDBhgvrWnj59enTv3t2Q6dFLkiSJuoKDPvMpmbbg90mQKesl+BTSfR+euQQl6B09erRqw8CBA1VXf+/evdXciuHx+n24Hv5jbYtimu2a6jtTdBsdXr0zzbb1U7dYyj42FVO219KOi8+lhEYXw1aHF28/WdQ+jhnVCjHjJUbhEmXU7edvwh7ME16OJUP2LBlDTLuoCNg0EI6le5tkMvlr24fDko5j/VyopjgmjHUchN6upug0vj0TYPD5i10CHz58UF3ckvGUrnHp/v7zzz9VV7ueBJb6Lq/kyZPj4MEvE/xK5lPmu5P1etGjR/+/AUzok79kSmX7kmmVIv0+ffpg8ODBqnueiOh3FvjCdFcaksDTlNsniqw0Fv5bFgk8ZXDPmjVr8PDhQxUUyjohA1dWrlyprrs9bdo0lCpVSq2X6xefOHECS5YsUQMv+vXrhxIlSvxwPVbq1KlVPei9e/cMo0Pld0t3/e7duw1T1+jbQURERFq/wpHOqP+0jsHnL5BCful2nzRpEkqWLKmuKiJ1l0JGqi9dulRdrlECxtatWxu646Xuc8GCBeo+yXJKDeeP6tKlC3bu3Km2L5lWIQOdunbtqgJZaceVK1fU44iIiIi0hgOOTECCQul2HzbMOKM1IwprPlnzGRFY8/kFaz5NX9+XKF8Ho29TRqTf2z0CiQt1MUm3+6ODQbOjGBtrPr9sV0uOXnlq1HOBlQ7I6aCdCxyERVvvABERERFFahxwZAJt27Y1dxOIiIjIAuiMPEBd+xWfDD6JiIiIzEen8e2ZALvdiYiIiCjCMPNJREREZCY6I0+OZAGJT2Y+iYiIiH5X27ZtQ/HixZExY0ZUqFAB/v7+av3FixdRpUoV5MqVC8OHDw8x08Xhw4dRpkwZdWlvudBOeDH4JCIiIjITnc74y4+6fv06evTogY4dO6oL1djb26Nnz57qyostWrRApkyZsHz5chWQrlixQj3n0aNHaNmyJcqVKwdvb2+sXbs2xJUbfwSDTyIiIqLfkL+/vwo8y5Ytq660WKtWLfj6+qpA9Pnz5+jevbu6UM4///yDZcuWqefIVR0TJ06sLp4jwWqrVq0M9/0o1nwSERER/YZTLRUtWjTEbblCYpo0aeDn54csWbKoqzCKdOnSGbrjL1y4oLrb9RdOcXNzw6hRo8LVRgafRERERJFsqqXnz5+HWG1ra6uWb5GudqnfbNiwoeqOT5ky5ZdN6nSwsrLC06dP1Xblst7BLzV+7969cDWR3e5EREREkUyhQoWQI0cOwzJlypTvXhpcMp3VqlWDtbX1V4Fq1KhR8fr166/u068PD2Y+iYiIiCLZVEu7d+8Osf7/ZT0PHDiABQsWYMmSJbCxsUGcOHFw6dKlEI958eKF4T4ZdBR6fXgw80lEREQUycSMGTPE8q3g88aNG2rQUZ8+feDs7KzWubq64uTJkyEeI93yEniGvu/8+fNIkiRJuNrG4JOIiIjoN5xq6fXr12pKJZnns2TJkiqLKUvOnDlVbadMsySkyz5fvnyqy71YsWI4fvw49u/fj3fv3mH69OkoUKBAuF4zu92JiIiIfkN79+7F5cuX1SJd7nrbt2/HoEGDVEZ0xIgRarDRvHnz1H3x48dXUzA1a9YMdnZ2iBUrFoYNGxau38vgk4iIiOg3nGqpRIkSauqksMho961bt+LcuXNq2qV48eIZ7pP5QCXbGRAQoLKkMWLECF8bPwW/XhL91l69M/6hEN1GZ5Lt6ucXM7ZoUYDX72FRTNVmU50aTHVMiGevjL8j5EhLHNsG9569g7FbHUvePBOws9Xh5VvT7GMT/emZ7Lj48NE0+yFmVCs8f/PRJNtO5P6v0bcZy84W91a3R+IKngh8+dao2767thNMIXY0Kzx7/dEk29WSMzcDYczD1EoHuKaMBS3T1jtARERERJEau92JiIiIItlUS1rGzCcRERERRRhmPomIiIjMRCfTIxl5e1rHzCcRERERRRhmPomIiIh+w6mWzIXBJxEREZG56DS+PRNgtzsRERERRRhmPomIiIjMRMeploiIiIiITIeZTyIiIiIz0XGqJaJfN2/ubNjZWqlFrsGu/7+sJ+NZu2Y1Mrg4IkqUKMiTIyv8fH2hVZZ2TAzs0x31alT84fVaMXvmdLg4pYadnR1KlyyKKwEBsBRdu3ZFlYoe5m5GmNatXQ3X9M6IG8MW+XJnh5/fl7+1Bw8eIHM6J1y7etWsbWxYxg2XFrTAw7UdsPnfmrBPGketH9WqOF5t7aKu6y4OTW6oftb9M7NaH3qR9eawfu1quGVwRvyYtiiQJzsuBNvHok/PbqhRRZvHh7FGu+uMuGgdg08yuho1a+O/e4/U8vjxY1wMuI6ECRMif/6C0KpzZ88if95ciBcvHrp37YxPnz5BywL8/dG8SSMMHDwMt27dgrOLC1o2bwKtsqRj4vzZ05g9YwoGDRsdYv25b6zX0jExdMhAeC9bBT8/Pzg4OqJ500awBGdOn4aXlxf+He0JLe7XVs0ao/+gIbgYcAPOadOiTYtmhsCzWmUPXLtm3sDTIVlc9KibD9X6rkTWv6Yj4L8nmNa5rLovu0tSVOy5DM61J6nbxTosUD+9fc4jacWxhsW5lhfuP3mJfWduRnj7AwL80ap5Y/QbOAR+/jfg5JwWbVsG7WNx9sxpzJg6CcP+1d7xQT+HwScZna2tLeLGjWtYFs6fi/IVKsLRyQla9ObNG1SpVB7Zs+fA0aNH4ed7HvPmaDMjpyeZFwk8q1arjiRJkqBZ85Y4dfIEtMpSjomPHz+i09+t0KxVO6RxcPzuei05deoEcufOi2zZsiN16tSo3+Av+PtfhtbJvm3Tqjk6dOigAmatuXDBVwVFlatWR+IkSdCkaQucPhX0t9aoXm1Ur1HL3E1EVufEOOz7H05evosb9wMxd/MZOKWIB2srHTLYJ8Te0zfw7MUb9dgXr96pn+/ef8TTF28MS+2SmbFm3yVcuf0kwtt/0S/kPm7c7Ms+luPj79Yt0Kptezho9G/vl+l+v9Qng08yqdevX8Nrwjh06doDWrV500Y8e/oUw/8dDScnJ/QfOASzZ82AlpUt547GTb9kBi5euABn57SwBFo+JubMmArf82eRKrU9Nm9Yi7dv36r1kydPDnO9lqTPkBG7dvrg1KmTePr0KaZOmYRixUtC66ZNnYxzZ8/A3t4e69au0dy+LVPWHX81+fK3dunSBZWZE+O9pqBl67YwN99rD1E4a2q4OSVGbDtbNCufDduPXUVmh0Sw0ulUV/u1JW3UY1MkjPXV86PaWKN1pRwYseiAGVoPlC7rjkaNg+3ji1/28YxpU3D+3BmkTpMGG9Zp7/ign8Pgk0xq4cKFyJkrD9LY20Orzpw+hdx58qo6OeHq5qayn5ZCTsZjPUehSbMWsARaPSZePH+OkUMHII29A27euIYpXuPgUaoIngcGom/fvl+tf/XqFbQkQ4aMqFipiqpJlOzy4YMHMGTYSGjZ8+fPMXhAP5XRunbtGiaM80TxIgU1t2+D/62N9xxj+OJn7+AALfC7/hAr91xUQebd1e2RJ2NydJ+6AxnSJMTFm4/QePh6FPl7vnrsqNbFv3p+jWIZccTvNq7ffQYt7OMJY8egUZNm6vgYOqgf7B0cceP6dXiNH4tSxQpp9vj4tamWdEb9p3Uc7U4mJRmj7r36QsuePXsGe/svHyIyIMba2lrVJkoNqNZJYBTDLgYaNdZuzaclHBPr167Eq5cvsHzdViRIkBDv379H0T+yYYrXWLx48QK7121F/GDrly1egHqNtLPPjx45jA0b1mHnngPI6poBg4cOR+UK5bB73yF1TGvR6pUr1L7duNUHqZIlQuCrd8iVzQ0LF8xD42DZRq2QQNkuRgw00ND7LnKmS4pyeZ1QqO08XLj+EP/UyINVg6uiQJt5WOwT9EU6lp2t+lk4S2r1/8CXXzKITd2zYtC8fdCCIQP7IcbnfbxihTdevniBdZu2I0HCoL+9P3JmweKF80JkSsnyMPNJJuN/+TIuX76M4iW03fUno8Vto0YNsS5qtGh4+fIltG7nDh9MnDgRs+cthI2NDbROy8fE7Vu3kD1nHhV46o+LDJlcMWbkUOTNm/er9VcCtFVPucR7EapWq4FcufMgTpw46Nt/EK4E+OP06VPQqlu3bqpeBxl8pt+3mV3dEHBZW/tW7Nrhg2lTvDBzznzN/a1VL5oRS3f6qezls5dv0W/WHjUISbrhQ7O2tkLS+DENtx2Tx1WLdNObm5SNTJ/ihemzg/bxzZs3kTN3XhV46o+PTJld1SCwSDfVks64i9Yx+CSTWb5sCdzd3TV3og4tXvz4eHD/foh10tUqg2S07OqVK2hQt5YKPjNkzAhLoOVjIlmKFHj9OmR33s0b19G+U7evuvlkfbLkKaAlMjDjfrDjODAwUH2B+vjhA7QqRYqUX+3b69evIXmKFJr7W2vUoA5GeY5XtbVaY2UFJIobVDYkJLNpF80GQ5oWQY2iGUI89sOHj7h5/0v3epXC6bHxkD/ef/gIc7p69QoaN6iDf4Pt45QpU+J1qONDut+Ta+xv71fpfr/xRgw+zUWmQpEP4dy5c2PIkCEoXbo05s2bh23btqFUqVLImjUrGjRogLt376rHFytWDH369EGOHDkwbNgwNGnSBHny5MHp06fV/bt370b58uWRM2dO9OzZUxNF2Vu3bEaRIkWgdTlz5sKhQwdCfNDICPj48eNDq+QDu3JFd7iXr4BKlSqp2ihZtD5FlJaPiRKlyuLiBV816Oi/WzcxffIENe1Sjdr1cf78+a/Wly2vrfk+8xcoiDWr/tfemcDLWP1//HspIZSKqMgWWmSJiFJSsobsSVJSSZtCIkklCimKUKKUfSmVhEiRVluhRIWfIrJvxfxf79P/meaOS2Rmnmfcz7vXdN3Z7pkz5znnc77bmWgDnn/OxdU2aVTfzsyTx1kSg0r1mrVcfDVJR1i5SEQjBrtuvRssSNca5ZRq1b7e6tQN5rVGeaS6lc6ze24o68Tm2O717bfNO23UjKX2WKsr7KrS+e2qUvndc8fOXma79/4Vfm21sgXt40VrfO/jJjdcbzVrX2+1r/+nj2vVqmUrln9nrwwdbOvWrrXBLw6wpUsWue9BJDcpoSBdQemIpk2b2pVXXmlVqlSxG2+80YYOHWpFihSxyy+/3B5//HH3E5GZI0cO6969uxOfpUuXdmIVEYq1C7GKO7BmzZruIiX2r1y5cnbPPfdYjRo1rG3btkfVpt1/hmI6meTNldMWLVpk5xYuZrEmljFsxBEVyn+WPdmzt7Vp3cpuve12++23X23C5HcsyAXmGzc4WPws/2F1zBJ5Yj01xHtMwPbd/yyq/4XPP5tn3bt2cuIy95l57Ylefax6jdr2/ZLP7b4HHkx1/3U1ah9ze7Nljl3YPd9X76efdJUafl2/3i648CJ76eVhVqpUaYslsXbpzZ/3qauti+jMkzevPdPnOatVu07M3n//gdAxF5hv1uhgMbx69Wo7I+/fgi575oy2dPmPMbv2CjV+4ahf077xpdb82ovszJwnuwSk+wd8aEtXb7QuLSrZLdUvtgOhkOXMntkubDnE1fOEzJky2g9v3mVV7htlK9f98Z/bu3LMvXasBeZvbJx2H1NbtWvnjk50npknr/V6tp/VqHVs4yNH5mDZ3VZu2GXHOExTkSHFrEjufyzhQUTi0ydKlixpkydPtoIFC1qTJk2sRYsWzuJJiZTs2bPbkiVLbNiwYW7BHjFihBOfiNCTTjrJ2rdvb59++qk9/PDDdvbZZ7s4mFmzZtm4cePce7/11ls2YcIEGz9+vN8fM2l4++23rVmzZpYlSxbLkCGDzZ492y5IEle2EEKI5GVlOhSfynb3CYpAL1y40GVT//TTT87qyT6gb9++TkgWKlTIZfwRx+WB8Iz86fHrr7/asmXLnMsd9u/fHy4b5Jfl0yPLiSlxed9YZ+9Wq3m9fbviR/t20VdWqizJJafbnmMzoiUMjGfxaGu89qXxGhOxsHymBSMtV44TbeO2Py3WrY6l5TOSrJlSbNe++PRxvJIZ4jUujtXyeSiynZTBduyNT5zkf7F8/hvZsmSyVaPbWqGmL9mO3bENyzpWy+fhLJTb9sS+j4Nm+UyJcXGkZIj5lPj0ARZ1xOaTTz5pjz76qDVv3tyKFy9uEydOdIIU8YnwHDVqlE2bNu1f3y9PnjzOfc/ZyIBgPd7qoCUC+rHAObWSRnSKgwnF+b3lJhKJILIMUqxBeMbz/YU4EiQ+fWDVqlXuGEfc47jY8+bN6+6n3h3CFNc7jw8aNMid+vFvEO85cuRIV6T5vPPOc/GjX331lROzQgghhAgwKTG2ViaB6VPi0weI88StS5wn5VCI2axXr5517NjRxRqSQFS0aFEXC0rWKpnX/+bC7927t0tQWrNmjV188cXWr1+/hH0eIYQQQgRDK6ZY8FHCkQ+QGIQ7Hbd75syZbcWKFdamTRubN2+eZcv2T/HfRJOeYz7jHT8ZTxTz+Q/b4hTzmTvHibYhDjGf2RXzGUYxn/+Qq3afmL8ntT83TLnfctftH3O3+2/vPGTxIL3EfK7auNtiOd1yjRbKlcWCjCyfPkB5pKlTp7o6n1g1zzrrLHvwwQd9FZ5CCCGE8IGUgL9fHJD49IF8+fK58klCCCGEEOkNiU8hhBBCCJ9IibGpMgkMnzpeUwghhBBCJA5ZPoUQQgghfCIlJTmSAmOJxKcQQgghhE+kBPz94oHc7kIIIYQQImHI8imEEEII4RcpAX+/OCDLpxBCCCGESBiyfAohhBBC+ESKSi0JIYQQQggRP2T5FEIIIYTwiZTw/2L4fgFH4lMIIYQQwidSAv5+8UBudyGEEEIIkTBk+RRCCCGEOF5OOLLgI8unEEIIIYRIGCmhUCiUuD8ngsyufbEfClkzpcTlfeNFPNubIUN89qOZTzDb81fs33f/gfj0w8mZUmxnnPo4JcnGxb6/Dlg8ODVrRtuya39c3vuEjPHp5WwnZbAde+PTH8nW3nitytkzZ7Dte2Lf5tx1+sT8PbNnzWQbptxvuev2t+279sX8fYPEuj/2WSy/cq7Qs3NmsiAjt7sQQgghhE+kyO0uhBBCCCFE/JDlUwghhBDCJ1IC/n7xQJZPIYQQQgiRMGT5FEIIIYTwiRTFfAohhBBCCBE/ZPkUQgghhPCJlBjbKpPB8inxKYQQQgjhFymW7pDbXQghhBBCJAxZPoUQQgghfCIl4O8XD2T5FEIIIYQQCUPiU4gkZsuWLbZgwQL7448/LNna/cXnydfuoLJ1yxb78osFtkX9KURSllpKifEt6Eh8ipjx+++/2wVFC9nPP/0Uvm/p0qV2RcVL7ewzT7NHHu5goVDIgshrrw6zooXzW9asWa36tVVs9apVFnQmjB9nxYsUsNatW1uRAue434M4Ji6MGhPjxo2zC4sWtLvvvN2KFcpnEycEr93JNC4mTxxvF19Q2O5te4ddWPRc9zuMGvmaXVa2pJ171ul2W8vmtun33y1I4+KiYoXD4+KNka9ZSkqKZc+cMdWN+4PYXhg2bJgVL3yu5c6ZzWpce3Wgxsa770yxi88vYjmzZbJK5cvYiuXL3P333nuv5ciSMXwreWFR39p4S42L7YdRd9qmdx6wD/o0tQJ5TnH3921b1XZ/2NE2TLnf/b5g8C3h17S47iL7ckgrWz/pXhvxSB07PUcW39ovjg2JTxGzyblh/Tr288//TM579+61OnXqWOnSZWzuvC9s+bJl9npAFpNIVv34oz3d8wkbM36yLV++3AoWKmR33N7KgszWrVvt/nva2oezPrYlS5ZY/xdedOI+aGOiUdSYoN1t27a1D2bOsc+/Xmz9nh9oXTt3tCCSDOOC/nzogXb27gcf2bwvFtqz/QZYty6dbMaMGfZwh/utZ+8+9smCb2z79m12U7MGFphxccP1qcZF46Y3Oiv4ml83udvylT/b6WecYRUrXWFBbC9jo0ePHjZ6/CT7atF3bmzcefutFgRWrfrR7rrjNuv+RE9b8eMaK1LkPGt3Vxv32JdffmnjJr1jv6zf5G6ffPaVL20smPdUe+SmitbosUlW6tZhtup/W2xoh5rusTJF81i9LuOtyI2D3O9XPzDK/axS+lzr2/Ya6zh4ll3aZrhlz5rJxnSvZ8dLqaWUGP8XdCQ+RUxoeVMza9ykWar7pk973y2OvZ7tZ4UKF7buTzxlI1971YLGokXf2KWXVnAiOX/+/HZzy1vtxx9XWpDZtm2bPdO3v5W4+GL3e6nSZWzzpk0WJG65qZk1ihoT27dts/79+9tFJYLb7mQaF4jKnr37hfvz4lKl7Y/Nm2zkyJHW7KaWVqXqtZYvX37r8VRv+2zep/bH5s1+N9latbjxoLkiU6ZMduqpp4Zvb4563epcX8/NG0Fs7+JF31iFChXc+M2XP7+1aNnKVq0KxtjAyvn4Ez3thoaNLfeZZ9ptbe507f3rr7/s22+/tUqXVw73c/bs2X1pY6kiue3zZf+zhSt/szUbt9vID5ZY4bNzWsYMKXZ+gTPsk8VrbNvOve65O3f/6X42v/ZCe2P6Epv19c/uNY8MmW2VSuSznNkzW9KTEodbwJH4FDHhxUFDrG27e1Pdt2TJIjdB47KEEiUutuXLvrOgUfz8C2zO7Fm2aNFCJ5aHvDzIrq56rQWZfPnyWbMbm7t///nnnzbg+efs+rr1LUgMTGNMnJMvnzVv/k+7B77Q3+oErN3JNC7OOSefsxp6/Tlo4PNWq049Z63jMY+MGTO6nxn+/6efDHjpZbvr7nsO+fiePXts0Isv2EMdO1sQSKu9jI1Zs2bZ4v8fG8NeHmRVrr7GgkCNmrWt1W1/Wzrhh+9XWOEi59m3S5fYgQMHnBs+d86Trf71NWzNL7/40sZlP2+yK0vlt4sL57YcWTNZmzqlbeZXP9lFBXNZhpQU52r/eWw799yzz/hbIJ9+ShZbs2F7+D32H/g7hGv//gO+fAZxbKjUkogJBQoWTNM6VzDifmK6WARxr+XMmdOCwvnnX2D16jewipeWcb8XKFDQZn/ymSUDixctshrVrnaWo2+W/B3XFeQx4bFk8SKrdV1VOzFTJue2DCLJNC7oz7q1rrVMJ2ayBV8vtaEvPWcfTHvX2t3X3jJkyGBvvjHCylxS1k455e+4uqCOCxg7+k0rW+5SO7dAAQsCabUX8dmwYUOrVP6Sv59ToKDNmjvfgsa+ffvcxrTdvfe7jX+xYsWsV5/nXUhD547t7d52d9ikt99PeLuW/7LJJs39PhzPuXr9Fqt8z+t2zSUF7fu1m+3BgTNs976/3ON9765qtTqNtYU//GY1KhS2/uM/N1IHWlS7yL5cvt627dpnyU5KwN8vHsjyeYxMnDjRWrRo4XczAskJJ5xgJ510Uqr7Tsqc2Xbv2mVB4ssvPrf33ptqs+fOd1nYjZo0tRvq1gpsclQkuN2nT5/uLBt33dHakgXcxFPe/cC1m8SjIJJM44L+nPj2+1aoSBG79+429tBDDzkr15UVy1m1KpWsf99n7PY7/7YkBZ1Xhw2x226/w4IMY+Odd96xWR/Ps7W/bbaGjZtaw3q1Azc2ej7R3U4++WRr2aq1NWnW3MV8lq9wmYsD7df/Rfto5gxnJEg0ZYvlsVoVCjvBeWbd/jb2o2U2+amGNnrWd3b53SNtwbL/OUEKV5bM7+I7+4/7wjKkmM0f1NJmP9/cOjSrYC9N8SdmVaRT8Xn11Ve78jKxhB3h2rVrj/p1tWvXtsGDB5vf0HY+Q5DIedpptnHjxlT37di+3Vm7gsTYMW9Zw0ZNrNyl5Z1l6LHHn7TVq360xYsXWdDBmnzJJZfYsFdH2JRJE51ISgZod+kyl9iQYa/Z25OD2e5kGhf0Z6nSl9igIcPtnSmT3H3vfzjHRowaYxeWKGlFixU/KP42iBBTu+rHlYELb4hm/NjR1rRp0/DY6Pb4E25sYIEOCoSMDH35JXvltTfsxBNPPOjxXLlzuw3Kb7+uT3jbGle5wMbNXm5f/L/lsvvwuS4JCTd8NBkzZrA8p2WzrTv32jXt37Ibe0yxxas2OuvpmFnB8vb8V1JUakkcLbg72VmKg7nkknI2f/4/rqifVq92GfCnnXaaBQkm4EiRvH37dtu1a5cd2L/fgsrcj+dY507/ZLcj6BEguFiDDO3u0KFDqusnqO1OhnHx6dw59ugjHQ85DvLkPcumTplk3R5/Khz3GWQmjh9n1WvUSlMsBW1sbNiw4aCxsT8gY+Onn1bbrS2bW5/+A1yIAFBV4s033ww/5/MF8904OTsiNjhRMDxznfp3LgBg2cya+UTreftV1qTK+ameS0zn2o3/WGfXb9phdSudZ91emWMH/j/uUyQfvs74ixcvtkaNGjnLTbt27dwF7Lmxx44daxUrVnQ33Ipw2223OeveunXr7Oabb3b/HjJkSPj9Pv74Y1fap2zZstalSxcX7xJpLZ03b5717dvXKlWqZD/88IO7v3r16mGLYdWqVd2/33333fDraMdVV11lpUuXdm3cuXPnv7rdBwwYYA8//LANHDjQtYW//dVXf7sHeP8nnnjCvR8W0xtuuMEqV67sPhNMnjzZqlWrZuXLl7d+/fqF3Ti8H1nCjz/+uHstFtdV/19XrkSJEq7t3vtzW7hwofnN5VdUdi6dkSOGu9+ffaanC8oP2iJY6fIrnPWN2Cgm5yaN6tuZefKEM4iDSJHzijr35CtDh9iaNWvssa6P2DXXVrMcOXJYkDnvvKLumqXta9esse7duljVa4LZ7mQYF4WLFLURw4fZa68OtbVr19gTj3V1Ge5efw4ZNNDOK1bMatWpa8nAjOkf2OWVr7SgU7HS5W7uJ2GOGNVmjW6wM88MxtjYvXu3Nb7heqtV+3qrc31927Fjh7tdWKKEde3a1WZ/NNNmzpjuSrU1a94inBCaSD5dstYJyHtuKOvE5tju9e23zTtt1Iyl9lirK+yq0vntqlL53XPHzl5mu/f+FX5t23pl7Ps1m+2decGoLhAbUmJcZin4pk/fxCei5Pbbb3fC6+2333YXR69evdxj33//vROcb731lhNnPXv2DIu6L774wvLmzeuEG/++5Za/A5Z//vlnVz8QUTp+/HgnbCkCHMnzzz9vv/76q/Xp08fOPvtsdx/P5X1gypQp7t+IP0Cgdu/e3Z588kl77733nGswcud4OObMmeNc4ZMmTbIyZco4IemROXNm127Eabdu3SxLlixOnPK3mRwQmiNGjHCvpW88xowZY9myZXOxRlgPPXc/opq2A+/BDUEahJhPvoMH77/H8p+Vy6a+87Y90fPv7zhIkFTyYIdO9uLA5933wmkxb42dGGjrC9fAm2PGuzZfeOGFtmv3Lhs2fKQFnTx587pr7qWBL1i50hc5a9GQV0dYEEmGcUF/jnhjjL380gCrWPZi2717lw0e+nctXU47eqF/H3vy6WctGUA0cUpT+csqWtCpW7+Bm6dfGvC8q++5desWe3PshECMjVkzprvkIg5IOCvXKeEbNVObNGliLZo1clbRa669zvo8NyAmfxPL5dHcZnz1kw2Y+KXd06CsDelQ007LkcVa9ZpqU+ettLc//cFGd6tvLz/0d93PJ0d+Gn7dObmyW/vG5a3HiE+O+m96t2xZghX2lV7d7ljWfGHKlCmhSpUqhQ4cOOB+nzNnTqhChQqhCRMmhEqUKBH6/fff3f2rVq0KFS1aNNVrq1SpEvrss89S3ffSSy+FGjZsGP79zTffDDVo0CDVa2699dZDtoe/sWbNmlT37dmzJ7Rp06bQjh07QvPmzQs1adIk1Llz51TPob033XRTqvteeOEF99n27t3rfp87d677+97fWblypXtdo0aN3H28nt+7dOkSuu+++8Lv8+yzz4buvfde9+9OnTqF6tevH35s9OjRqf4ubY/up6Cwfv360NSpU8PfqRBCCCH+ZvPOv2J+Czq+lVrCArl582YrV65cOIYGlzYxgYULF7bTTz/d3X+kO0neb9myZc7NDcTeRLsTjjYrnXpzjz76qMsQLF68uIuPoZ1HQqlSpVw8W1qfwcsAj84E5zOQSOV9Bur2RSYReX2V1nvGgl37Yh8/kzVTiuU47Uyrcm3NuP2NWLc3Xm3MQKpmHMh8gtmef7xSMcOroxdrTs6UYjvj1McpSTYu9v0VnxqFp2bNaFt2xSf+8ISM8enlbCdlsB17k6dmYzzbG6+k+eyZM9j2PbFvc+EmL8T8PbFQrhrd1go1fcl27N4X8/cV/uKb+MyTJ49zFz733HPud2Ibcb1zFjiu5cNBQH10SQver0qVKtapUyf3OyIRN04kuLeP5j05JYQ41E8++cSJvWeeecYJ5iPh3z5DWvAZcIt4oQScSBEpdg/3nl6CAZ+BzyKEEEIkgu1xrLWJ8Izn+4t0FvNJEs/69etdbCYxkB988IG1bn1kdQo56u7TTz912YZeNnWtWrWchZLYTyyOr7/+unXufOQnZPCeJCz99ttv4RhQLLGIOQQncZbEoMazjlu9evXcqRmcTkK8JMKcJKMjIVeuXE5cf/TRRy55KQgJR0IIIYQ4PCnpMObTN/FJNuZLL71kw4cPt2uuucamTZtmgwYNOqJM6I4dO9rs2bOdpZMkJE889u7d2yUtkTC0YsWKVEk+/waJRbSFrPHRo0e7+1q2bOky5smIJ7OREy1w7ccL3O333HOP+3w1atRwbvfHHnvsiF6LZbZHjx4ugYn2zpw5M27tFEIIIYT4r6QQ+PmfXy2OK+IV8xn0OM9IFPP5D4r5/AfFfP6DYj7/RjGf/5C7Tp+YvyeZ6Rum3G+56/aPqdvde98gsXV37L+TU7IEr3ZyJDrbXQghhBDCJ1KSwE0ea4ItjYUQQgghxHGFLJ9CCCGEED6RYukPWT6FEEIIIUTCkOVTCCGEEMIvUizdIfEphBBCCOETKelQfcrtLoQQQgghEoYsn0IIIYQQPpGS/gyfsnwKIYQQQojEIcunEEIIIYRPpFj6Q5ZPIYQQQgiRMCQ+hRBCCCH8NH2mxPh2FHz//ffWoEEDK1eunPXu3dtCoZDFG4lPIYQQQggfSy2lxPi/I2Xfvn1255132oUXXmgTJkywH3/80SZOnGjxRuJTCCGEECId8vHHH9uOHTusc+fOlj9/fmvfvr2NHz8+7n9XCUdCCCGEEOmw1NLy5cutZMmSliVLFvd7sWLFnPUz3kh8CiGEEOI/kz1rppi/Z7YsmVL9jPX7pgd27NiR6vdMmTK5W/RzzjnnnPDvKSkpliFDBtu6daudcsopcWubxKcIkzVTSlK9b7xItvZC5rhcyfHrh5OTsI/jMS6yZspo8eLUrPF773iR7aTkigRLtvZC9syxb/OGKfdbvFg1uq0d72SOw/y9c+dOu+yyy1xMp0e7du3snnvuSfW8jBkzHiRITzrpJNuzZ4/EpxBCCCGEODJOPPFEmz9/fqr7okUmIDB/+OGHg4Qrr48nEp9CCCGEEMcRmdJwsadFiRIlbNy4ceHf16xZ46yl8bR6QvL5DIQQQgghxDFDbU/iPimzBC+//LJVrFjRuePjSUooEdVEhRBCCCFE4Jg5c6Y9+OCDLtaTZKPXX3/dihQpEte/KfEphBBCCJGO2bhxo3377beu7FLOnDnj/vckPoUQQgghRMJQzKcQQgghhEgYEp9CCCGEECJhSHwKIYQQQoiEIfEphBBCCCEShsSnEEIIIYRIGBKfIpCoCENsOZ7688CBA0nz2YLctkj279+fdG0WIlZozCceiU8RCP766680J4NooRG0hToZJi76NiUlJWna+2+fhSLI8Mcff7iffLagjJPoseH1e1Dadyi800y2bdvm2pwsYyS6vyEobQ9y20RqvDGf1ncm4oPEp/AdFuYTTjjB/ezSpYt17drVnn76adu0aZMTGkFbuL2FesiQIe5npLALct/Srw888IB98MEHSbkI0mbvs9x00012991325133ukeC8I44e8zNvjJ2HjxxRdt1qxZ7ui6ILTv33jrrbesefPmtmvXrkCPaQ+EgnctLl682BYuXHjQRisIbfvyyy/tu+++s61btwaibdF8/fXX9uOPP9r69evd78k4N/xXmBMprA4tWrRw35NIDCck6O8IcUg8S9att97qJuwyZcrYihUr7JprrrHp06dbrly53MLtPS8I7Ny50x1BxnFkLVu2tKBCn7GY3HDDDXbaaafZBRdcYGXLlg3v9IO4GKZF5Pf/6quvOhF6/fXX24gRI6xBgwbuXGJP4Pk1Try+btKkiWXJksVOPPFEW7JkiY0ZM8b69etnJ598cqD6PLqvzj//fDv33HNt1apVdtFFFwXumovGE3f33HOPLV261PLnz2/dunWzwoULu/v9bL/Xtnbt2tmiRYtcmx577DE75ZRT3P1BGQf03ffff+/amzdvXrepq1KliqUXzjjjDHe95smTx439EiVK+N2kdENwZxaRrti+fbvt27fPunfv7ixamTNntty5cztrwebNm31fBKOtVrSvVatWzmJAu4NsLcAqhBhCtD300EPO8vnMM884y9zvv/9uyYD3/T/77LPOUnPzzTc7QT169GgnRPm39zw/LYws5LRh5MiR9sorr7jxy0aFEIGgWRS9Pv3tt9/czwsvvNBZ7BgnkY8HmTfeeMNdg6NGjXIbEY4F5Dv4888/w5sBPy3JP//8s02cONH1KZsP2opHJwihDXPnznUbDa4h5oItW7a4TRJzcXrh/vvvd2Pmf//7n917773uPuZzEX+CP7uI45LoiXfv3r32ww8/OKGEwMBagOty/Pjx9sQTT5jfeAvx22+/7RZrLAVXXnmlffzxx/bhhx8GRlSkFbeEteWbb76xBx980Nq3b+8WG54zbdo0mz9/viXLWFm5cqX9+uuvtmDBAhebCIjqYcOGuc3Atddem3DRFD2O6dfly5c7i2evXr3cxonxO3z4cDeWg4a3IZkyZYqz1D7++OO2du1ae/fddy0Z2L17txUpUsRtQF566SUXNvDoo486FyoCNJHXZfRYYIyygWZsIu5oE5trBA/jwu85A7FJmALii3lsw4YN1qNHDxs6dKibf49nvA1qo0aNrECBAs7gwdj54osvLFOmTO46Zp7/5Zdf/G7qcYvEp0g4kXFZLBBYh3B/YM1i4WAhHDt2rHOD8BjuQL+IXFAQcLhQ69WrZ5MmTXJubFxpuHzZOfuJZ62gX724w48++sj1L5MrQj5r1qxWtGhRe+edd6xz5852+umnuwUoqHgi2hsriAxiVi+77DIbNGiQE6OQPXt2Gzx4sOXLl8/WrFmTsPZFxxdiMSlWrJjblCDoZs6c6UIzChYs6KxxjPGgwbV19dVX21NPPeXGBBup6667zgkRCFKcalrJILSfuFpE3YwZM6xv377hOGBEdKLgu/fGAjG+wDj49NNP3YZv9uzZToAicHge1nC/YFwyX+FiZvPWunVrNz/Qd4QHsLlDMB/Pia3eBnXAgAHuGkV83nHHHc6b9dVXX7k5lLmex2QJjQ+K+RS+JY1wsSOOuLgRDzVr1nRuYALAcaft2bPHTZRvvvmmL23FOoHABMRD6dKl3WSES3Xq1KnOnUacGeKHhe6ss85KlWiQKLCwdOjQwYmyW265xd3HYsIu3ovfqly5sl1++eXO7Td58mQn0giuRzwHkcjkHUIEWDQYK23btnUC9LXXXnNJaSQMIO5y5Mjh3NyJsiZFJnKxYcKljsjHdVe9enVnMSlZsqRLNmFsYNUnjtJPGLvVqlWzM88805588kmrVauWGzPcGB9sShBJuGMZ0xUqVPB14xdJ5HWFOELglSpVyo1prkUez5Ytm/tszB8kz2DJTQTMT1g4iVFHwF966aUuHrl48eL2ySefuJALXO7MD8Smrl692jdR36dPH2eFZ8NRsWJF11bEO3HT/BtvyLp169zYPt6IvGZ79uzpNt9sFon39OJfmT/YINA/c+bMcYYFLKEi9qSE/A48EemSNm3auN3njTfe6BYORJJnBf3ss8+c1Y5JgUmcCSLRYNl87733rHfv3s5djVUNoeYtgMRysYgQIoCgYyHEne2XSKa9CAcERdOmTZ0VCNfpc889F068QCAh5hH6JBfwuYIiLtKCqalZs2ZOCJEohSubTcALL7zgNgW4jElMQ5xiJferfaeeeqqLl8QyW6NGDfcY1hNcmbgveZyNlt99jUUQ8YNYRxAzvrF8ecKOTSA3whhYeLnuSODBYh4UEAgIedqEQCChBxB4WJuB0B3CB9jMJgKsZ4TjsAGiHQg4z3VLv7I5ZJOENZkYS6y0iWpbJHiU+F7r1Knjwm2YD9g88/Pzzz9388TGjRudpZZ55HgiMvns9ttvd5ZfPBGEe+F6R3x70Dd4hLim6R8RJxCfQiSSvXv3hm699dbQokWLwvdt3bo11LBhw9DixYt9bZvHn3/+GWratGnoqquuClWpUiW0Y8eO8P2RbNu2LTRp0qTQLbfcEvrwww99am0otGnTptAbb7wRuvHGG0Nvv/12aNmyZaHKlSuHxo8fH5o9e3aq5+7Zsye0c+fOUNDYv39/qt9//fXX0E033RTasmVL+L6uXbu672T37t3uM/bs2TO0bt06H1obCv3888+hZs2ahbZv3x6+b8OGDaH27duHNm7cGB7r3ILSr4yJEiVKhJYvX+5+/+uvv9J8DWP5/vvvD+3atSsUFKZNmxaqWbOm61vGO/3KvLFy5Ur3+MyZM0NTp04NzyEHDhyIa3si379atWqhiy++2P39tFiwYEFo8uTJoaVLlyakbdEMHz48dMUVV4TKli0beuaZZ9x9XDudO3d27frjjz9CP/30U+iXX37xpX2JYvr06aH77rvPXbNr1651cybX8IQJE/xuWrrj+LOti8AR7Yr2kotwSV588cXuPqwGWLPIxPar3EXk7hj3DGWUsCpWqlTJJTYQBxXtjsIqhxUDK5IXJ+dH39J3uFT5DLgBsRpj1aI/sbxgnTnnnHNcWRHcrEECyzH9G+2WJi6OOFusm7gEgeQdrDKEFFxxxRXOSsP3lAiiS/dg+cQSyzi+6qqr3H2EB+ByJyOf7yMILjuvzVi6Ga9cc1hisRwXKlTIPcY4x03N40A8Le5YrGKMo0RCH6bl9mU8UHYNi5X3XWBx7N+/v7M2YglNJF6IB94RLLGUiuM6o+20hf6kX/HoeOPXD4jl5Lskph5rNvG9WOM7duzoHsNDwjVEuEj0Zzse8MpaUQ2BEA28a9x39tlnW9WqVd33g+cIqz9eI5EYlHAkEiKOuNhx7SA0WOBwu1PDEzewB/d7dfASCbGlCEcWMy+pATEJtBHxhhsPVw2fg4WP+z0QILhYL7nkkoQv0l7fMnEiEghjqF27tmsT/UnsJ+EAiE5iEolNCxL0JQICMenB5+GGMKpfv76LRfSyTvl+GCPeZiZRwpO/65XuIQsWUYGrH5FBmAghGEA4A/F9QTgpJTquEHcrrlcEEmEiJFd4STmIE0I0WIgBgUrCBXFxiYS/jyBg0xEdEYYLlHHNWPEENXGpbKrSSuCJl4CK7lcSEMeNG2f33Xef62PKFRE3y2chfIh4bGJUI1+XSHHH5pi/R9/hSiYulVhG4qYJVSAMg7Ci443ohEW+G+Jcme8Z23wfbNIJlcHAwFqUnspM+Y1iPkXc8KwT/EQQMRmT6EKMXrly5VziDpMzGZZYPlkAsdp5RaITxcCBA51AY0JiNxxpoUXcsFMmXo5kBgrKE+9Jsgu1BYnzi05OSuRunr6lbViosL5g1UCYscNnceGxxo0bW5BhMcCqzGdBxPH9e2MHkY/45DkkfCEyEKt8VyRwJLqviQ1jUaO99DUWW8YzopOFjDZTUonx5OeCHultIFYWEUmbI8coJX+w2iKgqS7BdUDSjN/MmzfPiQQP+p3vgL7GyskG9rbbbrPy5cu7TSIllphLuD4TCd8/1ndukWKS9iDyzzvvPBeHzfjwI8aT+YmNGolPnmWW2HqSEhGinCZHUXkMAccb3vj3DAVszOkHroPnn3/efvrpJ1fVgXUJMD7gpcAiLBKDxKeIOyQAkGHJjpvdJZm2TMiUIiEhg8kBIYHFwxNziYTMWEr30BbKoWBJ8cQPghn3GZYLLBuAG5jPgvs30rLrh6sK9yl/F4GJuGDR9kQzFQMQFbjbGjZsaEGHotwkcOEeiwy9wNJFAg9ZzowT6iWykCSCyO+V9lE6h4L2CCSs3SRv8TgliriPscOCnqj2/Rtk3yM0GMNsrNiMYPX0YIxgQee6I3M8KCfvwMMPP+wsm1gWPchkR3CySSWBi83sI488Ek70iieRfUMtV5KImMu87zoyLIOxgTcCMcOJYonuV75nrNpsgKiNSx+xQaKsEhsMriE+A6LMz5CAeML3wbXK2CcRjE0tn50kVqzTVFbB4ukdUCESjN9Bp+L4pkOHDqHq1auHunXrFr6PAPfixYu7ZJigQHJLly5dQnXq1AmtWbMmVTKG95MEh/Xr14cf9zson6SbVq1ahZYsWRJOLCExisSt+fPnu3+PHTs23N6gQxJJnz59XPJGZDKaB5/Prz4fMmRI6Oabbw6NGjXK/b5582bX1muuuSbc//v27TtkAk8iiO4bkoZq1KjhEnS+/fbbUK1atdzYOFSyGa/3e0xHJ8kwT7z//vsHPUaS0YoVK0KrV692vyey3aNHjw69+OKLbjxwDR4uac4jke3zvmu+548++ijUpEmTUL169UJz5851STYkHj399NPhRLggfeexhPFPAqY3v3MttG7d2l2nfG+PPvpo6JFHHkmVMCgSh2I+RUyJjGvCakgiBrv+yOLfdevWdfXmcPtQczII4LKjjAu1Ge+66y7XXiyake4b3DK4VrFuQaItRJFOCv6NlQXrBuEKwO/EG2Lhwp3Kv9nVe+31m+j2R4NLGNcgJxURi4bFPDJ2i8+XqD6PbB9jgX6mTA7uOuBUGGImsX7T5oULFzoLS6JrvIJXBDu6b7Ds4G4lQcc7FQqLPSfY4LqOhtf7ZfVMq+4l7mFirQkPeP/991Od4IUViwMTiGOGRLabviSshfhAr5aoN14OdbpWotpHSAqx9ZRM4rvHY8B8gGWY5CLGMO54Qi28ZLigWLpjVUDeg/HuxYqTXMd3xPgnaZF+YFxRM5j6sCLxSHyKmF78XlIGMZC4qol1IssWIUG8lgeLNrE3fmW2R4oLb+FDgFI3ELckxcwjBajf51xHnwpFHToWD1y8uM+8xRkiBZDf7Y7Eaz9hC96/caESJuCBqCOej0xx3K4kniRa0EWfXITrkoWKBZwagF4yGmIZ9yUilHb7AW0lrILYwuixTXIJAgnXOwX4CXUhaQeXsB8i+VDQRm+cMm9EQjgJAhSRQOUGvpdEjum0Esdw2RIiRPwxMeuRpxv5CaEIzAOIduK9KXDP5p7QALLcSZikH2krrvbjKeIu8vASxjrVGgglYYPCBpzrg9AvrlNq3bJp4PoN4qlj6QWVWhIxv/g5IYLdJIsKcZLemdvE8xGLiGURCPgOQumnyIXDE6AkX9B2BLPfhYYj+xbrLMlFiE+C5TmZhiQdFh5uZK6y6CCeIQiLYrRlBqs3CVtYvrGMRydjeAKUz4mVglhLhHYiPktkXyN+sZ4gPok7ZBPFhokFnvYQP0YCA3G3fol82kk2dWSlBS85CosXiX1YxkmUI34S4bxp06bAbEoQRyT0UeKGuESSdLw4Zg8qNdBerkeEX6KSdyLnCUQm44J2ERvLWEB8klzGc4gd9LOsFmPAK/XGZpR4WK4bxBdxnYh65mHmXi+pMmhzQyxKc1E+ivHOjXFDjDiim+uX51BSibmTBFfhL0o4EjGFM3KZtMmgRMDh3iMrlAmbU3cQHAS9c8qEH0QmBfTq1ctNwAhlFudI9wsTOWKZBAeO0UQ0+z1ZY8HCyoK4905N4YQdFhSsidTrQygjSBNdMeBowBJDn2KZICEqrRqawCLBWEp0uR9g/PK36Uss4GSvI5yxmNBmMsgZM97xpUGAepOU1/I2HkCyEX1NMhRWHixCiGo/sq/TgqoFZIazUUXMMUccShgjphATJComEjZ8hFsgWDiSlpI9PXr0cI9hlWWOYyzgyvZjjqAaBKKcpEky7elLymkxJzDfkvTEv3G7e7VQg5RYdixEhkWRLIrwRoizqcG1zufls5N0RegMz+O7wysg/EWWTxHTHShWFRY/dty4NVgMOaIPlx+WIhZvrHN+4S1suFEpmYS4wJ3Hvzmj2yuyTT1M4g4RQGSRB6FvEZ4scl6ReLJsiZ9lIiWMgazaZICYORZEyid5Bw14ViM+o/fvRJY9iVyMEUGU9WHcYoljrFBz1KuBiasd0eT3cZnR44MNx8svv+w2UbjigesQiyFt9s4Y5/rzU3wgALz4UqxTuIipncrGlRCMQxW1Z6MFiWw7FTAQLVRgoF+ZJwh1YTOKsOPIXcYJ84Vf/UlsJ8fPMh9w9CxzAlUZ8Cwxp2H5Q7RjnfX67ngQnuBVGuH74aABrlGuATwr1K1lM8NmwQsziDxIQfhLMHwvIimJjofCrYF1BYsWVkXcpkzMLHhM2BQ2xmrhtxsbFxTWLFyotAs3FIHpTNSRxapxwSfyXPlIJ0RafYt4iCzKj9ggDtFLggkqkZ8L4Yn7F7cYiyGWI5J1vGQBkmESdVIUFisWa4hcjFmgEENsSnr27GnLli1zYwXXK2EYCA1cwySfBQXGByVkiOmj5iWCzsMrs8QJUt7Gzw/x4SVGRSaOcY48oo52E5eHqCdRCnDHe0XwI0lk29l8cqONbIrYjHBwA6EXWNkAS5pfsevePEA5Mjw1xPMiNkkyJByHNrJZ5VoLwsEH8ZhT8ABh9WcuZ73BAMJ1y5hCkPN9sYnwjCEiGEh8iv9svfDcHV6NQ/AWcxKM2HniMmXCpu4cmeR+EB1ZglULCwYWA9ypgJjgyE+Oa6Tupx94iyp1T70dPaEL3gLcqFEj929E/OGyhINEZPIOix+FwbEYQadOnZwQJSyDE2KwViCaPJESb9atW3dQ7BeWE0QGoQ30MzGSiDlEGyLfi5fzspz94FAiwotDZdGlfifthrSOqkw03kEThIZEXo+0l2sQyyzWe8Y+N7K12WgRnkOISSKiw9LqV+YsYpCJFfTgiE9qZgYlbpCMf64bQkEQX4QJINzpT+ZmrjPGNXPK8WDxjE4IJC6c2GbCD4h9xuqPyx1BSvw+FmDWIBEsFPMpjhovPo+hg+WN37EckmVJPBnWQ4qacyIN1iEWHOK1EnkC0KGSi7y2IzywzJLYgsDgPgQHLnbclIgiP0AA44qkL4nVw1qFAAUsgmRsEofK4sKuHmuRH6dCHe0JV4h73KlYkOjzyPayYWH8YLHBioELMdEnF5E4EnkSFCIfqxxtwv2PtRORxDj2cyGLHM+U++F32uaFYgDiHXcjsbXEV1MKKghgaY4ep9EudOJpia1l3JCVjGUct2m8iYw5xn3LWMVjQygL1m5iPdk4EStLqAiWcK7FIB1LicWPuHBCLZjT8D5htSUBkY2dnwlR8bhmicvmOyPsiDmbNYcNAd8NQpx5he+MzZgIHhKf4j/BsEEoseMmS5XEBhY6jh/EsoVbioUagYdbKlGC4lALGwH5BOITq8X557j+cUmRtYrlDWFH3BCZ2Fg1/IiJ87I2KeeDpZg4LaxvWGg90cFiQlsR9Cx8ZcqUcfGIQQarFosCme0IOI78Y5PCIumBZcY7tjLR4PZHHBNTSHynB0kKhGcwltlEkVwUFAsK8ZGIOcYI8Wxce5EWTgQoYQMIUxbgIMEGg++Zn5HWe0/8IRyI/UQsEQ8c72sxUngyH+CixT3L3EUWPqW02IggirlGaQ/WxaAkbUWC2x03MyedIfSxejIPByk+ORbfE1ZNNidYPNmAs0lnnUGAYqkmuYoNA/N8oo7hFUdJAgvaiyQn8iSMHj16hMqXLx+68847w6e6LF++PFSyZMlQ3759w88LwukRnGRRu3ZtdyJNx44d3akpnJDy+++/hx588MHQddddFypTpkzovffe871v//zzz1CDBg1C9evXD1WtWtWdpMLJPx5btmwJJROcBMSpUZyswkk7jJc2bdqEWrZs6cvpNGnBiSezZ88O1axZM9SvX79Q0Pnqq69CdevWDW3bts2NB/qPn9OmTUv1PK9f/ezftE78+eSTT0KlSpUK9e/fP9XzDtXORLX/jTfeCLVo0SL0xx9/hP73v/+FZsyYEbrkkktCI0eODF+b69atc+M4ke36LycwcapRlSpVQosXLw4lO9FjaMSIEaG2bduGvvnmG/cdfP/99+7zdu3a1T3OCWl33313YL8f8TcSn+KwINLatWuX6j4u6i+//NIdL8eFHgkTQbFixULPPvtsgluaun2RE9ftt9/uxAUMGDDACeSlS5c6YcQxa999911o2bJlB702UbCoeSAiBg0aFBYZV199dWjgwIFh0dmzZ8/QBx98EEqWhYKFHKGEgO7UqVPooYceCi1cuNB9LsT1559/7lv7Ir9rvgPGCEfwRQpQP4/LPNyxgVdddVWqccNxpGwGOVoxCHhHNx6qD7/44gt3HUb29aGOpowXke2aN29eqFGjRqFKlSo5Ue89PmXKFLcZXLVqVShZ2Lp1qxOdHAWczPzyyy/uWMxImC+Yzy+99NLQnDlz3H1cB8zhzZs3Dz3wwAPuvmQ5Ujg9o4QjcViI0ePEn0hwgRHPST01/k2ckQduSVzC9evX96G1qV3txOvhqiHrExclSQMcLYcLDVcrrm1clbikiJ/0A9rnFTWnPWTcEx4AuNQJCaBmHW4m+puYuCDGd0aecOW5fUkaIV6SmFSyx7/++muXkUtmMCEDZOAmsoZnZPu8igcefAe0Bzclmfhky4LfJwGllQTDuMC1GJl4RmUGqkwQVuI3XIOEAXjzgndKWCTEUnIdEupCjB4k+uQi77tlXHIaG8lPhClwFKPXbuYzEhT9HgdHAyEuXGNBqsZwtNDnlEwiBCkS3OyE8RCyw/fENcy1y+9cu8TCE5YUlCOFxaFRzKdIE5KGiLnysnoRR8RNUvsyUuQRn4VAOvfcc51A8pNI4Un8D3FbBJsTZ0jmPRMa4g2hSRIPAoTsUL+h3cQbEtvJUXDEa5GcRdwbYoIEB2K5yPolBs0voXykiQCIaPqapA36l4WARYIEATJRWSAoW8TikqhanpHtI5mLeD7iDjnrObLgNAKVGDLi5gYPHuxEnp/1MD1BRtypF9PJSTWMZwrGI+KIPeQMb2rpcrRgEDYnlKciU53SaswPaSX/AWObEjmIVW9uSSRkQ7MRJWaQuF/aTY1MxDwJiMSFsxFh0+qdIy8SA1VHvPh7ysxFJqzOmTPHxeBiHGG+4XmML27HQ2JVekDiUxwEgdqIBm5YBRGgCDXOMyarllM0PBg+ZF9zrBllLih74TdkTpOhSvIT1iyEz+uvv+4WaBZDrG0kFiGmg3BCDVZB+o9ELXbw9C9tZgfPwu1ZMJLhVBLvaEQyxxGfjBcsuWwE6HMsGSRNcQKLH0lo3rGI3ilAJLSQJRxpgfUK+rMZCALeCTvU0GWzV716dSfY2JBQXoYFF6GKpTFISTAkJLLZ4JSZwwlQalRy4MAVV1yR0PZR4QDrGUmTWDwZl4hP5gnEDZ4TNtVsmkiWE/7AJpDvgzmdTYEHFR24cb2ycUlmS296ROJTHCSEEA4UrGahjoTsXxYTsquZEDwYQkzauHv8dnfg4iVbFQGN9YodMVBaiTZST5KajWQIsygGQdAh7BENCH2sW/Qz1jlqNSLeEKZBxZs+6EOsiViSqJWKJQlBhAWUz8JnwEqHEGWxSFTZrcjvl7+L6KSUFRspT7SRzYw1kdOjggaWN6pJ4KLGSoxQJqOXscvpOohkrlks5AioIIzn/yJAIdFtx5qJeGGTjYjnmE/mBtqMh4FQHcJDKOPjR/vEP5sT70x2vqtIkUlJqc8++8xt0Ki/KpIHxXyKVLC4YbHyzl5n4fNiELnoKVzNpIyrw4MJGSuW38ITsL7i1sVqgeD0oDg4MV2IZsr8eMIzCCDEsL7gbq9WrZpbCLHaIvL9LGZ+JEQe1Ydwpj4mMZOAy5haifQ9JxvxPDYoiRKe0cWoAVc7ggMQQPQvbvfI+E8/iY6NRNAzjulb+pMFlmuQQuwc5ICLEYGE8IQgiSOuL2ImaS9jwjtcIK0YUD/aTvwg5XoIV8DVThgIlntiZ3mMuHbiQb3TooLUt+kBrwQX3wUbRkq0de/e3W3OPdi0E+sp4Zl8SHyKNIPVvbPYscpFHkmGAMWFjRsQ11/Q4DhMFjk+AyekkGzkEW25CNIZx8RxEvfmHd9HUWhcTZwKE3SwGOISQwgxJgjDoFC3hx/JGpGJXFg7KWxP0Wksnhzf6J3+A1hng3BSVKRFEGvO559/7oQ7FnFcxB7EuXE/P4PC4cRkpAD1YqyDkMBDiAuxtGywGb+ITjYhjF8Efb169Zy4IcxBxB/viF2PyAQ0TppCgBKDzeEJGBc82OCK5MP/c9dEoMB6yWSLgMNK5C0WkQsjApTEBlysXlB4kGDhIGucLFrcNXXr1nVJGEERmoeC9iGQKQ6OiMbtHpSi5h6ItGjRTtF+MvGxPpA4xdF2bFBwa+LG5IQVL8YyUXgncNE2FieEBNZuLJ0rVqxwoRn8TuY4sZO01W+864vrithOElyIZSP0gjhE3I6c9kP4CJUEgnbULhDW4nkUuO687HvGMWOChDoOFGBzFQSIo8WzQ6gIP9msEs7gxRYSghT0eeN4IHKzyOEDWDkZ/4x3L/aaqit8F6w9FJHHQBKETYz4byjmUxwECzVik7g9FmuO52MiiLYceifyBBVEEIscFg2SMQgnSAa8kkCJLD3zbxDKwIJwKMgQR2ByHCJn0JPFTPgA46Zy5cq+ZGBHJ3JR4YDPgWWL8UD4CMKURS0omczRSTBUOMC9jvhkPNN2LJ64hznaNkhwOhQZ+GycSCzDWsVJTMwj3tzBSWhYngkxCRL0MYIeizJeiMhYZpEY6HNK9GHMwMJJvDNJaISARVr52ZhxbUQmH4nkQ+JTpIJMYNy9uJuIgyIIH3cqix0WxWQLukdgkEkbWU5HHP2YIGmEjF8C+4HkEZJdEJseiE0soAh+v+q8/lsiF5+D4wZZ1IJ45nN0Egw1Xon9xR2MVdGLY2VxDtK1SPsQn4Q2IOAYM8SFs2FB9EcTpLaLYIBFn/hNSiiRMIp7HYMB1y+bmGQxHogjIzimFREIsAR55VooU8S/cZORbUucZ7ItGFjcJDyPDTYfiDbi44YOHeruw5pFSSvcXx4VKlRw5yhTO5OQgSAmcmGVJRQgqEQnwRD/i4hDbBLiwmfi3+DntRgd48kGj2QzL0GOeYRyWsSt8jmiSbZ5RMSGSFtXdIwndY0JLeHn8OHDXagGeQfeZoxan+L4Ibg+U+ErnmUCaxc/sbpglWFnGmRXu4g9CAovfo9anZT8QcRhiUBkIkApy0XMJyEbCFAyhYMALlTcwMR4IuSo5oBlH+tnEPGSYEiC4jrDBTlx4kRnWQxK8ezIGE/6FaHJd05sKlZODngAXKX0f2TCokjfeJsOQmJwm7OJ+eabb1yIBuEvxOiTbEfh/w8//NCVvSJZjesBa7q38RLJj1SEOGzyCz8pzM5CSOykhGf6IvKUHYQGAhNxgdWC5CLGCJsSYitJ3qHuHrVWE1VO6XhJ5DqSJJggWGwjxwNxs8SgsgmhJBT1RxHJtJtEL9pNDGhQRLMIBswXhObgiaAGMAmu1AAG77AHYjoJmaJCAtcqc06iTkMTiUExn+KwKDZLeGd1Y+0iDAPBwaJAiSXc8fPmzXMZqFgxqKEaxOM/g5rIdbRJMEG5FjmTnSoGxPwiPDm2lk0HmxDCBojfwyLqiQshIqFwPx4ISuJRBQG88c24p1IJiWnEaTPWgjqniP+OzFjisARlsROJJVLoEGuFBQ5hiXWTOCyOpcQFj2vVO48et1iQa+4lm9WePg7itUhlAw5rwIqMux2olUncJ/VdEaE7duxw7WU8BEk0i2CAO51wDCzl0eX6GPc9e/Z0rnm8AN4YE8cXyWECEEIkjOiTgchYxo3uFTpHcJYvX97FXyE6vILtQRaeInYQn8cJXGQkY73yID4coUl8HmPEGw8SniIyQe2jjz5yGexz5851J9JxlCnJaowT5h7c8sSZI0IlPI9fkssUIIRIaLFnxIRXC5NTRXCB4W4nJguXGSWLiAkW6Qc2HWTgE4ZBRjsltxgDJHNR3goLuMriCA/mEMYKP3GjV6lSxW1UgGRFSnRxMhqllQjhwXqOd0Uc3yjmUwhxEK1atXKxkVgmcI2RhcppLywe3Ci1xPGlZGITkyjSHxTspwQbRfFxwXMiGiLCK9UmRGSCGhsWTsfj0Acsm5GHlHAf8wobGEQo84s4vpHlUwiRCuL1sGYRd3Xuuee6Ix4vuOACF9vJ4sDxlNTiI2tcwjP9QjgGh08gLqjn6Z2FntYRrCJ94glP4jfxoFx++eVhwclP79hmDq3gNC/+rfCd9IHEpxAiFQhPEgKotUcWM8fZkWCClXPdunXWr1+/VBYNkX4hthMrOVZPYn/ZjHA4hRAelAljLkFUcuBHZBk/xKY3l+TIkcPvpooEIvEphEgFyUUICsroZM2a1d59911n5aL0iVcfU8JTeFB/kZqvCAks5SJ9E13dgAMouFE8no0sxeUj5w/NJekTxXwKIQ6CxBGSSVgsSCbBGjpmzBhXRofDBoSIRtZwERnHCYTncDIaoTx33XWX29gSxpMvXz5f2yn8R+JTCJEmxGBhrZg+fbqrw1e7dm2XWCKEEIeyeLIJoSYwgvOcc85x2e0cvcp8Qowwlk8y3AsUKOB3k4WPSHwKIYQQIia0adPGJRJVrlzZVcoYPXq0S06kXBuHVVDXkzJtTzzxhMt6F+kTxXwKIYQQ4pjB2skhA926dXPx4Vg4CdOh7itJRwhQwne2bNki4ZnOkeVTCCGEEEedUBQd50tsOOE5119/vXOzcwIWlTI+/PBDW7p0qTuzXSW4BCg6XAghhBBHhCceP/7447DwfOWVV1wtz0yZMlnz5s1twoQJ9t5777nyWwULFrRVq1a5MlwSnsJDlk8hhBBCHDGLFi1yx+ziVn/ttdecO71///7uMc5p5+QrjuOlDBdH8RL3+dZbb4VLtQkh8SmEEEKII8I7lej99993We358+d3lk6snp4bnqMySTaiRvBZZ53lMt4lPEUkEp9CCCGEOCoB2qhRIyc2ie289dZbXZynd0rRzp07dUymOCyK+RRCCCHEvwpOj02bNtl1111nkydPti5dutirr75qU6ZMcaITOKBi/vz5PrZWBB2VWhJCCCHEIcHC6Z3D/sknn1iuXLlcwXioWrWqO9nomWeesV9++cWVW5o2bZqzjApxKCQ+hRBCCJEmXhwnEXo1a9Z05ZSo09mkSRPr1KmTew5W0MyZM9u8efOchZTkosKFC/vddBFgFPMphBBCiMOyYMEC52Zv3769rVixwu677z5r3LhxWIB6RNf+FCItZPkUQgghxCGhjNLUqVPtggsucC53bpRTuu2225zQ7NChQ/i5Ep7iSJD4FEIIIUQYYjhPOOEfeUCZpGLFijmLp0fp0qVt+PDhzv1OmSUsoUIcKXK7CyGEECKV25yfZLITy0kcZ8mSJW369OmWM2dO69WrV/j5S5YscWWVChUq5Gu7RXIh+7gQQgghUrnNcalv2LDBzjjjDNuzZ4917drVrr76atu6dat17949/PwSJUpIeIqjRuJTCCGEEGEol0RWe7du3ezuu+92me5FihSxiy66yAlQTjB6+umn/W6mSGIU8ymEEEKIMAjPH374wRYuXGhjx461xYsX2+DBg122O3GfzZs3VyklcUxIfAohhBAizGmnnWatWrWyxx9/3LJmzerOaD/llFPst99+s/Lly9sVV1zhdxNFkiPxKYQQQohUkMVOzCcJRSNHjnTW0FmzZlnr1q39bpo4DlC2uxBCCCEOYtu2bfbZZ5+5LPe8efNa7dq1XcklIY4ViU8hhBBCCJEwlO0uhBBCCCEShsSnEEIIIYRIGBKfQgghhBAiYUh8CiGEEEKIhCHxKYQQQgghEobEpxBCCCGESBgSn0IIcQTs3r3b/vrrr1T3HThwwN0Pu3btOqL34Vxsji48Gvbv339UzxdCiCCjE46EECKKSpUqWbZs2Sxz5sy2fft2q169ui1fvtwdL4jI3Lp1q+XLl8+Jz1NPPdVGjBhhjRs3tqpVq9p9991nQ4YMcY95FC1a1K655hr37w8++MCdGtOnT5/w47zvk08+aY888ogr5s3Rhg0aNHBFvTlbe9KkSfb666/bCSf8M2U/+OCD9t5771lKSor7nZLN1apVs+effz7VZ7n00ktt9OjRVqhQoQT0nBBC/DsSn0IIEcWnn37qfv7yyy/umEGEYOHChd19iMEvv/zSnnnmmVSvGThwoN1777125ZVXOvHZuXNnd//XX39t69evtzPPPNP9zJQpUyoRCTxWp04da9OmjY0bNy78nPnz5zvhOHjw4INekzFjRuvWrZs1a9bM/c7rOI0GnnrqKTvxxBOtY8eO7ifvJ4QQQUHiUwghosC62a9fPycW27dvHxae8Pvvv1v+/PkPek2BAgWchRJRiODD0ol4LFeunC1cuNBWrFjhhGiJEiVSve6SSy5xwvLkk0927vUqVaq4Yw0XL15sWbJkca5+BDBtQmjef//97nWexTMS7z7E5kknnRSHnhFCiGNH4lMIIaJAPCIysXAiQoF/Y0lEICIwp02b5uI9H3roIbvoooucRdQThrBjxw579NFHrUuXLu73DBkypCkY582bFxaKP/30k914443O9c77fvzxx86Set111x30OkRp//79bejQoe73nTt32mWXXeb+zd9J628JIUQQUMKREEJEgLgkfpKYzKZNm7p/e5x99tk2Z84cJ/omTpxopUuXdo8jHhcsWGBt27a1P//80z0Xa2b27Nn/9e95wpOY0pYtW9odd9zh4jN5X6yiiNDevXuniiEFhO2UKVPs3HPPdc/h34899ljM+0MIIWKNxKcQQkTw3XffufjLmjVr2vDhw61hw4Z2/vnn2549e9zjiEKSi7zsdiyauXPntldffdUqVKjgrKaeiD0S1zcJTYMGDXIudRKNEKAIWCybxJqSaITQJR4UayrQFsRtzpw5bePGjXbKKae4f2fNmlWZ8UKIwCPxKYQQERCTSUY6grBgwYI2YMAAK1KkiMt+B1zt/Jss90i4j2x3xClWys2bN9tpp53mHou2WkbSvXt3Z7XEfX7LLbe4+3C749qHUqVK2ciRI51b3XOljx8/3gldbpRtuvvuu92/y5QpY++++27c+kYIIWKBYj6FEOIwnHHGGda3b18n/gBRiaXTI1JYEvN50003OcvkypUrw8/bu3eve160CEWodujQwYnUyIz0ffv2ufhPj2LFijkB6oUA8De8v4Prf+7cuc7Fz9/H2srfkQVUCBFUJD6FEOIwIOq4EdMJZKFHZr8jFOGrr75y2fHUBK1cubL16NHDWS1Llizp6nWSCe8914Pn169f3wlPz10P69atc/dh4Yz8O1hgX3vttfB9tOmcc84Jx5YiRhGfPDcyVlUIIYKExKcQQhwBxYsXd7U7e/bsaXXr1nUF3jt16uTKIQHu+datW7u4yw0bNtjs2bOdG75FixY2ZswYVy6J21tvvRV+z7POOissaj0mT57s4kextFJ43stgTytWlKSoRo0ahe/zxOfDDz8ct34QQohjRTGfQggRBYk9CEgv7hKow0niD8lAnCSESCTjHBf3hAkTbOnSpS47nkQhrJ6IQkQqP3Gt4wbHIrlp06ZDlkF6//33XWmnXr16uZhT3h9LZ/SxnqtXr3aJSVg8iRPFRU/bli1bZqeffrpLRlq7dq3NnDnTncbkCWQhhAgCEp9CCBHFsGHDnJWTbHPP1Y57HEH6yiuvuOxyTjG64IILXOxlxYoVXT1PBOqMGTOcO/2BBx5wr6X8EklMWCU5+pLXkRwEiEpEK/Gc/C2SjrjxvhzJOWrUKBfPSeF54k4pVg8kKOXKlcu1E/c8RekRqVheeR1geeUEJN4XQSqEEEEhJaTAICGEOCxYLRGJxG9Gg9AkOz0SEozSKrOEKz3yuEueR1F5TkciLhSReajjPhGi1157rRPB3rR9uELyPEeF5oUQQUTiUwghhBBCJAy53YUQQgghRMKQ+BRCCCGEEAlD4lMIIYQQQiQMiU8hhBBCCJEwJD6FEEIIIUTCkPgUQgghhBAJQ+JTCCGEEEIkDIlPIYQQQgiRMCQ+hRBCCCGEJYr/A7CxW9e/dwlwAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:09<00:00, 19625.96it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 20234.14it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 随机森林 ----------------\n",
      "训练集准确率: 0.5588\n",
      "测试集准确率: 0.5601\n",
      "训练时间: 3.18 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.89      0.54      0.67      1000\n",
      "       realty       0.90      0.66      0.76      1000\n",
      "       stocks       0.68      0.47      0.56      1000\n",
      "    education       0.85      0.78      0.81      1000\n",
      "      science       0.83      0.47      0.60      1000\n",
      "      society       0.82      0.47      0.59      1000\n",
      "     politics       0.75      0.43      0.55      1000\n",
      "       sports       0.91      0.47      0.62      1000\n",
      "         game       0.83      0.43      0.57      1000\n",
      "entertainment       0.21      0.89      0.34      1000\n",
      "\n",
      "     accuracy                           0.56     10000\n",
      "    macro avg       0.77      0.56      0.61     10000\n",
      " weighted avg       0.77      0.56      0.61     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:09<00:00, 19781.18it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 20348.03it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- K近邻 ----------------\n",
      "训练集准确率: 0.6808\n",
      "测试集准确率: 0.4994\n",
      "训练时间: 0.01 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.34      0.60      0.43      1000\n",
      "       realty       0.60      0.63      0.62      1000\n",
      "       stocks       0.53      0.47      0.50      1000\n",
      "    education       0.86      0.52      0.64      1000\n",
      "      science       0.58      0.50      0.54      1000\n",
      "      society       0.54      0.52      0.53      1000\n",
      "     politics       0.78      0.41      0.53      1000\n",
      "       sports       0.79      0.16      0.26      1000\n",
      "         game       0.57      0.60      0.59      1000\n",
      "entertainment       0.29      0.59      0.39      1000\n",
      "\n",
      "     accuracy                           0.50     10000\n",
      "    macro avg       0.59      0.50      0.50     10000\n",
      " weighted avg       0.59      0.50      0.50     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "文本预处理: 100%|██████████| 180000/180000 [00:11<00:00, 16059.54it/s]\n",
      "文本预处理: 100%|██████████| 10000/10000 [00:00<00:00, 13973.87it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------- 决策树 ----------------\n",
      "训练集准确率: 0.2142\n",
      "测试集准确率: 0.2166\n",
      "训练时间: 1.47 秒\n",
      "分类报告:\n",
      "                precision    recall  f1-score   support\n",
      "\n",
      "      finance       0.95      0.31      0.47      1000\n",
      "       realty       0.97      0.24      0.38      1000\n",
      "       stocks       0.50      0.00      0.00      1000\n",
      "    education       0.99      0.25      0.40      1000\n",
      "      science       1.00      0.00      0.00      1000\n",
      "      society       0.95      0.16      0.28      1000\n",
      "     politics       0.00      0.00      0.00      1000\n",
      "       sports       0.11      1.00      0.20      1000\n",
      "         game       0.93      0.21      0.34      1000\n",
      "entertainment       0.00      0.00      0.00      1000\n",
      "\n",
      "     accuracy                           0.22     10000\n",
      "    macro avg       0.64      0.22      0.21     10000\n",
      " weighted avg       0.64      0.22      0.21     10000\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ],
      "image/png": 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ZOXSSy4osK46uCeyJI8qJ+4ZVSlYeOWCK+4L9I9k/ldVh9sPkqHPXJTF5aUr2F+XtR1V2+VhWGEMP4OL2OPqfFebQFVHuN842wKsRsfobuo8nm+75upksf/755+YyqVwe9frYj9M1WOlRyee/7ZvQfzsRidqUfIpIpGD1kkkSpwp6UlWL1zhn9ZOVNNeVb5i0MmnjXJjszxi+TygrrOFHXHPkOgcKsXLHZC30dd/DJ5/0uMSTWJHlddI5AKhRo0aIKFZbWc3lawp93XP2p+RrYoWVSbcLf+Y8pKG7B7CS6WqS52vhwCROtfQorJCGHwTE0fAc+MPBS65rrRPjYWLJPpdM8B/12in05TmfNBgsIskk/25PGi0vIlGHw8n2EhEReSJefvNxo7r/yzaZYIfuCiAiEpUp+RQRERGRSBN2GKmIiIiIiBcp+RQRERGRSKPkU0REREQijZJPEREREYk0Sj5FREREJNIo+RQRERHxgdPnryI60lRL4rZ473ncu++5wyGGnwPlsyf3+HapVNbn4Q0BMYGbT39hFkuwW8x2i9eOMdstXm/GXP7LFR7fZtzYMbCwfXFUHLQK128/uIa9Jy3u+OBCAtH9uPBWvNyulWSu9AmCrj24DLEnPBcvAAcXfA4rs9ifQHyJCeJdDyeJ3tyuiMiTXPNCcujCxNOb25foIej6bQRf/+fqYP+Zw/qN2taPUERERESiDFU+RURERHzFwcXh2e1ZnJJPEREREV9x+Hm2qVzN7iIiIiIi/1DlU0RERMRXHA4PN7tbv91dlU8RERERiTSqfIqIiIj4ikN9PkVEREREvEbJp8j/XblyBevXr8fly5d9HYqIiES3Pp8ODy4Wp+RT/pOQoKvYt/0vhFy9AjubPm0qsmcORIsWLZA5MK25bQcXLlxAhgwZcOzoUV+HIhLlvF8+E4bUy+2+XTNfKsz78BUs7lDc3E6dKOCh+9Z0K4VRTfIhTaj7RP6d3z9N755YbJDaWT9CsaxVC2aj+auF8G2Pj9GkQj5zm44e2IOP6lXCGy9nRceOHeF0/nNpzZ9/GIy3Sr2ENwpnRO92jXH18kX42tWrV/FhuzZYtHQlduzYgSHffoduXTrCDolnrRrVcNQmieeunTtRrGghJE6cGF07hz0urMpuMdstXivHnOX5eHizYBp8OX+/uZ02cRy0LJUBH/2yHQ1HbjTrulXN9tB9tYatw8nLN9D79RywCqvu46gSr0Sckk95JteCgzD8iy7oP/Y3fDdzOd7t1g8/Du6NO7dvoU+7xsiUIw++nbIQu3fvxqLffjHP2blpLf5cMAv9x/2Gb6ctwf179zD6yx6+fikICgrCwEFDkCv3gwpH3nz5cemi75PiJ2ncsB7q1msAO7h16xZq16yO/PkLYNOmTdi7Zzcmjh8HK7NbzHaL18oxs9Hyk+rZMWndCZy6ctOsy54yPnacvIq9Z0JwNuiWO+kMf9+ZoFv4bctppEvy4D5fs+o+jirxeoRDze4iT+X6tWC07NQHGbI9OLvP9GJuBF+5jE1/LsW14GC06NgTqdMHom/fvpg/fbJ5zP6dW1CwRDmkzZAZqdNnQKkqtXD6uO+rdunSpUP9Bg3Nz3fu3MHQb77GazVqwuqG/zAK77V7H3awYP48BF29igFfDUamTJnQq09fjBs7BlZmt5jtFq+VY36jYBpkeT4+/r5yE6WyJkNMPwcOn7+GQhkSI2uK+IjnH8M8buPRB/3DQ98X3z+GqZiuO3QJVmDVfRxV4pVno6mW5JkkT5kGZarVNj/fvXMHsyaOQNFylXFk/y5ky50fAXHimvty586N44ceNFulz5QN86ZORJU6TRAQNy4WzZyMfC+XhFVs37YNlSuWRezYsbFlxx5YXWCGDLCLHdu3oXCRoogb98FxwSozKxpWZreY7RavVWOOEysG3i2dwTSdp0oUgKq5U6JFyUC0GPcXluw+jynvFHY/9rslh82/hy9cD3Mfn9t49CZYgRX3cVSK1yMcmmpJHiMkJAStW7dGnjx58PLLL2P79u1m/cmTJ5Et24N+P9HR4X270KhMbmxevQytu3yB6yHBSJkmvft+h8OBGDFimAFJrHqmSheIFlWK4K3SuXDj+jW80bwdrIIfcgsXLkSmzFnwbusWvg4nSmHXhsDADA8dF1aeWcBuMdstXqvGXO7F5AiIHQOtxm/BD8uP4N2JWxE3dgzUK5wWJbMmQ6PRm1Bp8Crz2C/rvmT+zZk6gfu+Ev1XYP7OsxjaIA+swIr7OCrFK89GyedTmjlzJs6fP49Fixbhp59+QurUqc16/rtx44PO59FRhqw50GfEL0idPiO+7fkxYsSIiZix/cM8Jpa/P27evIFVC+fg/OmT+H7WSkxasRMvZMqGQV3bwir4IVegQAGM/nE8Zs2cYaZeEs+IGTMmYvuHPS78AwJw/fp1WJXdYrZbvFaN+fnn/LHjZBCu3Lhjbt9zOnHgbAiSJYiNBbvOYuepIFy7dc/clyZRHNPU/mquFO77Qm7dw3dLDyNtkgf3+ZoV93FUitcjHOrzKY/BRCRr1qx4/vnnTT+UZMmSmfV+fn547rnnEF0xYcucMw8++uIbrF38BxIkTISgcCPYb1wLQaxYsbD89xmo8mYTpMuYFQmTJEPLzn2wZvHvZromX/pz5QozotIlVuzY5nXxbyuekThJElw4fz7MupDgYNPFwarsFrPd4rVqzOeCbiEgZtj3Ppvf3yqaHonjho3LP1YMxPBzwM/hCHNfvNgxEBDLz9zna1bcx1EpXo9weHiqJTW729/vv/9umtWHDRtmqp/8+dVXX3Xf/6hmd05UXrZsWSxZsgRlypRB4cKFTbXUZfPmzXj99ddNE/4bb7yBgwcPPtXzOHK8bt26yJcvH+rVq4cDBw6472M3gDp16pjKXdu2bREcHOzV/bJj4xr8OKiX+3bMWA8SNiaWe7f909fpyJEjuHP7NuInTAzn/fu4cumfxPTyhXPm3/v3H1QRfCVzlqz4cfRIjBk1EidOnECPT7qhfIWK0fqkwtMKFiyE9evXum8fPXLEjGpNkiQJrMpuMdstXqvG/OeBC8iQPB7eKJAazyfwR/3CaU0F85OZu02TfMOi6VAhx/PmsZdCbpuq6JZjV9z3vfpSCgyulxsX/3+fr1lxH0eleOXZKPl8gooVK5pm9ZYtW6JatWrm52nTpj3xeeyfMmrUKIwcORLvv/8++vfvb95A9+/fxwcffIAKFSpg8eLFKFSoEAYMGPDE5zGZ5ATopUqVwvz585ErVy506NDB3UeG8ZUsWRKzZ882/VP5vIjiWXrMp1zSZ8yM+dN+wsJpE3H57N/46dt+yP9KaRQtVd6MhF866xezPY52z/9ySfjHiolcBYtiwfSJWDB1ApbN/hVfdnoHOfIWQpIkSZ/697oWT0qVKhUmT5mG74Z9g5w5c+L6jesYPXaCR39HdFe8REkEBwVhwrix5vbA/n1Rtlx505fLquwWs93ijayYWYWMyHL3nhOdft2BGvlSY1a7oiah7PHbHizfex4/rTuOt4qmQ7dqDwoOvefsgX9MP6w9dMl9X+/XX0TCODHRfcZuc19Efz+X6Hxc2C1ej3BEv2Z3h1Oztz6VoUOH4tSpUw8ldax8litXDvv27XOvYwWzcePGmDVrFrJnz47bt2+bZHHp0qUm0bl48SISJkyIvXv3YsqUKebxTET/7Xl//fUXvvvuO5N4uiZGX716NapUqWISzoEDB+LPP/801ceVK1eic+fOWLv2n7NHb2D/1w8//NBUCytVqoThw4cjefLkJp769esjTpw4pul6+fLlyJEjh0miO3XqZJJ3TpDOgVtjx441V+iRqO9xx4WV2S1mu8Vr15jtxm772G7x/lfPV/oCwdcfzB3rCQni+uPcgu6wMk215CVMLplAkquvCvN8vpHGjRtnEjDOL8lklNXQJz3v9OnTSJs2bZjHMfGkM2fO4NKlS6aKStzetWvXTLLnH67j9r9ZvPc87t2PwLlImjwYPHWZ++Zf553A+XPwz1wUo/9Yj8N7tuOdOpWw5fx9nNj9oIm9SuvuZnHZfwPY///7IqJU1gfNXp4WEBO4eRe2YpeYK1Z5Dbv2HcKubZuRt2BRJE2a1PJx2y1mu8UbGTGX/3IFPI2j3xe2L46Kg1bh+m3Pdxta3LFUtD4uvB0vPzMtxRH9plqy2p8gyogf/9GjHFndZOL5xx9/mDfUihUrsGvXric+j0kqK68uTC7Z/5OVw5QpU5rm4q+//tqdrLLpnaMGI4KJ592IJJ//4rmkyVGwZHnzGu+dPeex7Yq98VgNTFvV0l98do/ZbvF6O+ZrXkgOXZh4enP70fm4sFu8EjHWT4+jGCaNrn6aHHjUr1+/p7pubenSpU1T+4gRI0yl8/vvv8e9e/fMqHvex8ooBx0FBARgwYIFpn+oelSIiIhYnMPh4dHu1u/zqeQzkpUoUQLFixdHrVq10LNnT7z55ps4d+6c6QP5bxIkSIDRo0eb/p+VK1fGtm3bzAh89vHkqGz2t2QVtHz58qZfKJPTiFY+RUREJJL5OTy/WJwGHInbgt2ebR7nqPRKOZ73+HapXPYUiM79J+0cs93itWPMdovXmzG//MVSj2+TI9JXdS2F4v1WeKXZfW33svAGux0X3orXan0+n686AMHXb3tsewnixsa53zvDyiz2JxARERGJRhzRb8CR9SMUERERkShDlU8RERERX3F4eGJ4DTgSEREREfmHKp8iIiIivuKIfn0+lXyKiIiI+IpDze4iIiIiIl6jyqeIiIiIrziiX7O79SMUERERkShDlU8RERERX3FEvz6fSj5FREREfMWhZncREREREa9R5VNERETEVxzRr9ldlU8RERERiTSqfIqIiIj4jJ+H+2lav65o/QhFREREJMpQ5VPcSmZJbpvtbjt2xePbjOEACmZMhJ3Hr+Ce0+ObR54XEnl+oyLyry5fvu7xbd7xf/DVeeXKDYTcuuvx7Us044h+fT6VfIqIiIj4NPn08+z2LE7N7iIiIiISaVT5FBEREfEVhyaZFxERERHxGlU+RURERHzFEf0GHKnyKSIiIiKRRpVPEREREV9xRL8+n0o+RURERHzFoWZ3ERERERGvUeVTRERExFcc0a/Z3foRioiIiEiUocqnCIDgoKs4eeQAMiUuwNNGX4cjIiLRhUN9PkX+s4kTxiFubD+zOBwO989c70srF/2BWmXyoli2ZGhUvQSOHNxn1i/54zfULJUbn3d9H2nTpsXiP35zP2futEloUPlllM/3Aj79sDmuXLrow1cgIt72RuG0ODqk2kML149qUdD8vHPAq+axvB1eTD8H5ncqiaKZk/ogehF7UPIpHle3XgP8fe6SWS5fvoz9h48jWbJkKFashM9iOnnsCD7v8h7adOiB2at3I31gZvTt9j5Cgq/iyx4d8P3Pv+OXeWvw3Xff4dv+n5nnbFi9HIP7dMEH3fvip99X4VpIMDq3eQtWsWvnThQrWgiJEydG184d4XQ6YWV2i9eOMdstXivGPGvzKeTuOt+9FO2xGBdDbmHDoUvInS4RKvZfgZd7LDaPfX/8loee37pcJmRP/RysxGr7OKrF+185HA6PL1an5FM8Lnbs2EiUKJF7mfzTBFSv8ToyZsrks5iOHtqHNh17oHzVmkia7HnUavA29u/egWvBwfjwk77Ikv0l87j8+fPj6pXL5ud5M39BlVr1UaR4GaRMnQ7tOvfGtk3r3Pf70q1bt1C7ZnXkz18AmzZtwt49uzFxvG8ry1EpXjvGbLd4rRrznXtOBN24615qFUqLBdvP4Nbd+6ZDzv4zwQi+edc89sade2GeG5gsHlqVyYgTF6/DKqy4j6NSvJ7gUPIp4lk3b97E8GHfolPnbj6No3jZV/F6vabu28eOHEC6wIxIkTotXq3xpll3984dfP311yhdoaq5feXyRaRMndb9HL8YMcy/MWL4/m2zYP48BF29igFfDUamTJnQq09fjBs7BlZlt3jtGLPd4rVDzP4x/dCsVAYMX3wQedMngp+fA2t7lsOGPuXN/c/FCTtsou+bufD9kkM4dfkGrMLq+9ju8cqz8f23qERpkydPRsFCRfBCYCCs4s7t25g85jvUrN/Mve7Anh14tWg2zJ8/Hx16DDDrsuXMg9VLF+D+/fvm9u/TJyNH7vyInyAhfG3H9m0oXKQo4saNa27nyp3bVAisym7x2jFmu8Vrh5hfK5AGW49dxslLN5ApRTzs+TsIb4/cgIbfrTP3f/hqVvdj6xROiwRxYmLk0kOwEqvvY7vH6xEOLywWp+TTYtavX4+yZcsiqvjhhx/QolVrWMmob/ohTty4qPFmY/e6zNlfwtBxM5AlSxYz8IgatmiH+877aFKjFFq8URETRgxBnUYtYQVBQUEIDMzgvs1mlhgxYpg+tlZkt3jtGLPd4rVDzA1feQGTVh83Pw9ffAiNvl+PPX8H48CZELOuQq6U5t8k8WKjU7Xs6PTzNty3WPdEq+9ju8crz0bJp40wKWVyaheHDh7EwYMHUa58BVjFprUrMe2nMeg9eBRixooV5gPuxVx5MX78eCxbMMdMvZTguYQY8cs89B06HllezIkXMmVFxdfqwApixoyJ2P7+Ydb5BwTg+nXr9DWzc7x2jNlu8Vo95heSxUVgsrhYte/8Yx+TOF5sxI7hh89q5sSUdSdMYmo1Vt7HUSFeT3Coz6eI50yf9iuqVauGWKGSPF/6+8QxfPphC3TsORAZsmQ36/5avxpD+38aZrAU37h+od68yVOkxPIFc9Gmw2fmDNwKEidJggvnw34phgQHm/ityG7x2jFmu8Vr9Zir5k2NJbvP4e7/S5nDmuRHwQyJwzzmQvAt3L53H68XTIMmJQOxvV8ls/BxY1oWwrvlfDfI0g77OCrEK89Gyed/0KVLFwwdOhSzZs1CpUqVTP9G2r59O+rUqYMCBQqgbdu2CA7+52x48eLF5rF58+ZFkyZNcPbs2Sf+nubNmyNbtmw4deoUGjdubH4eOXKkuY9TA7Vq1cr92GPHjiFXrlxhfqevLFq4AKVLl4YV3Lx5A+1b1kPJ8lVQqmI1XL8WYpb0GTLht1/G47dfxuHM3yfRrVs3M7o9XoJ/pkr5dcJIvJApC0r9fyCSFRQsWAjr16913z565IgZJZokSRJYkd3itWPMdovX6jGXejE51h38Z17fvX8H4dOaOU1iWTbH82bdlHUPmuSL916CygNXosqXD5YdJ66iyy/bMWnNMfialfdxVIjXExyqfEpErVq1CpMmTULnzp1Rrlw501+lZcuWKFmyJGbPno2QkBD079/fPPbq1av46KOP0Lp1ayxcuBBJkybF999//8TfwQR348aNSJUqlelDyZ+bNn0wcrty5cpYu3at+T20aNEiFC9eHAkSJIAv3bhxAxs3rMcrr7zile3HcERs2bRqGY4c3ItZU8ajbJ507uXendsY8N14TBk/AvUqv2KadvoM+sH9vGtBVzBp1Lf4sNvnEf6d4RdPKl6iJIKDgjBh3Fhze2D/vihbrrxlKrN2j9eOMdst3siKOb5/zAgvSePFRr4XEmPvqSD3up9WHcOhsyGY8E4RfFYrp9n2pNXHzH1Xrt0Js9y950TIzbvgWMVn+f3R+biwW7ye4IiGyafDGdVnb/Vy5XPFihUmkXQle0w4Bw4ciD///NMcACtXrjSJKRPEO3fumASUj92xYwdGjx5tkjT2M3Rhn86uXbti6dKlj+zz2a9fPxQpUiTM+ho1aqBFixaoXr066tWrh4YNG5qfJWrjsVa/fn3EiRMHfn5+WL58OXLkyAGrslu8dozZbvHaNWa7sds+tlu8/1WaZj8j+MYdj20vQZxYODW2PqxM13b/j15//fUwVcYzZ87g0qVLKFSokLnNaXquXbtmmg2YjA4aNMgklhkzZkS8ePHc0/j8F6x+suL58ssvY9++fc88Wv7GHc+fh8SJ5fDKdneduOrxbfo5gPwZEuGvI1e8MmL1pfSJPLq9ilVew659h7Br22bkLVjUVNL/P/e1JdktXjvGbLd4IyPmgt3nw9Pi+cfA+t4VUOSzRbh2K+xE856w6YsHl++MrseFt+MNsFjm4/BwtdIOlU+L/QnsxzUXmUvKlCmRM2dOM1k5sbDMJnGO4GPf0K1bt5rkk4knm+s5r2REDqhHFaqrVKmCESNGYO7cuShRooTZdlR3z4v1eiae3ty+J/F4C0xb1dJfJHaO144x2y1eb8cccst7O4KJpze3H52PC7vFKxGjPp8exgE2p0+fNoOOAgICsGDBAtMkzqSRFVD+y6Z3Ntezv2dEej2kT58eq1evxrlz50wzfuj1GTJkwLBhw0wVVERERGzCoUnm5T967rnnMHz4cIwdOxbly5c3lU0mmax81qxZE2nSpDGVSo5Sr1u3Lg4dOmSa5J9Gp06dTN+XMmXKmEFIoTHpvHfvnmVGl4uIiMiTOaLhgCM1u/8HrlHs4eXOnRtTp059aH38+PExZkzYa9S2a9cuzG0OJnrUYCN68cUXMWfOnIfWc3ql27dvm76e7KAtIiIiYlVKPqPIoCfOgcZ+nyIiImIfDodnBwnZoPCp5DMq2LJli69DEBEREXkqSj5FREREfMTB/zxZ+bTBiCMNOBIRERGRSKPKp4iIiIiPODTJvIiIiIhEGoeH5+a0fu6pZncRERERiTyqfIqIiIj4isPDE8PboNldlU8RERERiTSqfIqIiIj4iCMaDjhS5VNEREREIo2STxEREREfVz4dHlwiYurUqShVqhTy5MmDRo0a4cSJE2b9/v37Ubt2bRQqVAgDBgyA0+l0P2fDhg2oXLkyihQpgrFjx0b4NSv5FBEREfH1VEsODy5P6fjx4/juu+8wfPhwzJs3D+nSpUOXLl1w+/ZtvPPOO8iZMyemT5+OQ4cOYcaMGeY5ly5dwrvvvouqVatiypQpmDNnDtatWxehl6zkU0RERCQa2r17t6l4MslMnTq1qXQeO3YMK1euREhICLp27Yr06dPj448/xrRp08xzZs+ejeeffx7vvfceAgMD0aZNG/d9T0vJp4iIiEg0bHbPnDmzqVru2bMHwcHBmDx5MooVK4a9e/eapDROnDjmcdmyZTPVT9q3b59pbnf9nty5c2PXrl0Res0a7S4iIiISxYSEhIS5HTt2bLOETz4rVaqE119/3dxOmzat6QM6cuRI87MLE00/Pz9cvXrVbDdTpkzu++LHj49z585FKDYln2JLudMn9Nq2c6bz3rZFJHKdXbXY49u8Hs8fwKs4t24Zgq/d8vj2gWpe2KZEt6mWSpYsiWvXrrnXt23bFu3atQvz2O3bt2PZsmX49ddfkTFjRowePRotW7ZE0aJFH0pU/f39cfPmTcSIESPMfa71EaHkU0RERCSKWblyZZjb4ZNJmjt3rhk4xCZ2+vDDD/Hzzz+bauiBAwfCPJaJbKxYsZAwYUIz6Cj8+ohQ8ikiIiISxSqf8ePHf+Jj79+/j8uXL4dJJG/cuIGYMWNi69at7vWcfokj4Jl45sqVyyStoQctpUiRIkIxasCRiIiISDQccFSwYEEsWrQI48aNM1MmceR68uTJzXyf7NvJaZZoxIgReOWVV0yTe9myZfHXX39hzZo1uHPnjmmqL168eIResyqfIiIiItFQpUqVzCj28ePH4/z588iSJQuGDRtmmtE///xztG/fHgMHDjSDjSZOnGiekyRJEjMFU6tWrRA3blwkSJAA/fv3j9DvVfIpIiIi4iuOiE0M/1Tbe9qHOhxmvk4u4ZUrV85URTmNEvuEJk6c2H1f/fr1TbXz8OHDpnoaL168CIWo5FNEREREHsIm+NKlSz98B2CuhsTlWSj5FBEREYliA46sTAOORERERCTSqPIpIiIi4iOOaFj5VPIpIiIi4iOOaJh8qtldRERERCKNkk/xqs6dO6P266/B6tp/9D7ixvYzZ4z896UXs8AOLly4gAwZMuDY0aO+DkUkymhUvTA2TemM08v6YfwXjZE04YNpZJrWKIoDc3vg6II+5vYLqZKYf9+qVhg3Ng15aOF6eTbR6rPN4YXF4pR8itfs2L4dw4cPx1eDh8Dq/tq8GTNmzTWXGfv73CWs3fAX7PDhXKtGNRy1yYfzrp07UaxoITNXXNfOHeF0OmF1dovZbvFaMeYyhbNiUIda6DR4JgrXG4AE8fwx5au3kSFNUnRrWQl12o9BsUaDzGO/7VrH/Dtl/makLN3VvWSu0gPnL4dg9ZZDsAKr7eOo9tkmEafkU7yC14tt26Y1PvroI2TImBFWdvfuXezZvQvFS5REokSJzMIrNlhd44b1ULdeA9jBrVu3ULtmdeTPXwCbNm3C3j27MXH8OFiZ3WK2W7xWjblh1UL4ae4GLF2/HyfOXkG3b2ajWL5MyP9iOmzYcRRb953EqXNXzGMzpElm/r1z9x6uhtxwLw2qFsLsZdtx5NRF+JoV93FU+myz++U1fUXJp3jFqJE/YNfOHQgMDMTcObNx+/ZtWNXOHTtMsly0UD7EiRMHr1WrjBPHj8Pqhv8wCu+1ex92sGD+PARdvYoBXw1GpkyZ0KtPX4wbOwZWZreY7RavVWNOmigeTpy57L597/6DKuH+Y+dQqlAW5M6aBgniBZh1KzYdeOj5/rFj4r16pTBw7GJYgRX3cVT6bPMEh5JPkf8uJCQEX/TuiQwZMuLYsWMY9u0QlCtdAjdu3IAVsRKQJWs2jBk7Adu3b0fMmDHxXpvWsLrADBlgFzu2b0PhIkXNdYApV+7cZr9bmd1itlu8Vo15696TqFw8p/sLvFG1wti06xh2HPgbM5dsw/rJHXHoj17mvp7Df3/o+XVfLYCNu47h+OlLsAIr7uOo9Nkmz0bJp03MmDEDjRo1gh3MmjkD165dw7xFS9GrVy/MnbcQIcHBmDxpIqyoXoOGWL1uI4oUfRlZsmTBN99+h6WLFyEoKMjXoUUZ3JeBgf98ofCLPUaMGKaPrVXZLWa7xWvVmIdMXAY/PwfW/tQBy3/8EB2blcfwKX+iYM70qFoiJ0o2+RqZqvQwj508sNlDz29Z+xWMnr4aVmHFfSxhOeDhyqcNRhwp+fSismXLYv369YhuTp06ac60kyV70B+KlcSXcuXG4YMHYQfJn3/eNMOfOX3a16FEGTwGYvv7h1nnHxCA69evw6rsFrPd4rVqzOyzWb7lUDToPBbbD5zC3iNnzYCiNyvlx9SFW0xVM/jaTfPYwNRJTTO8S8a0ycyyZN0+WIUV97GIkk/xuDRp0j7UxH78+DGkTvPPh7SVdOvSEVN+nuy+vX7dWvj5+SFtunQ+jSsqSZwkCS6cPx9mHavhsWPHhlXZLWa7xWv1mE+fv4oaZXLjs2Fzcf++E34OB5IniR/mMXH8YyGG3z9VptoV8mLeqt24e+8+rMLK+1geUJ9PibA1a9agSpUqyJMnD+rVq2f6ODZv3hzZsmXDqVOn0LhxY/PzyJEj3c/ZuHEjatSogUKFCqF9+/ZhmnfXrl2L6tWrI1++fGjRogXOnDnzyGkoypUrh5kzZ7rXjRs3DsWLFzfP+/DDD80IR195tUpV06eIg45OnjyJ4cO+Nf2OarxeC1aUK1ce9Or5KZYtXYKFCxfi/ffeRYO3Grv7SMl/V7BgIaxfv9Z9++iRI+YYTZLkwTyJVmS3mO0Wr9VjblOvJPYfPYc5K3aY26u3HjbJaLsGpVCrfF6z7tylYNMX1KXiyy9i5WZrtfBYeR9L9KXk8z/q2LEjatWqhfnz55uRhN988w2GDh1qEsxUqVLhhx9+MD83bdrUPP706dNo1aoVGjZsaPpxsm9kly5dzH0nTpzAO++8gyZNmuCPP/5A/Pjx0bt37zC/jxXF1q1bo06dOqhZs6ZZd+jQIQwcOBBff/21SUiPHz8eJjGNbEmTJsXM2b9j0sQJyJo1K74b9i0mTp5i2Upi/YZv4Y033kSDum+gfv36qFCpEr7+Zqivw4pSOI1VcFAQJowba24P7N8XZcuVN33PrMpuMdst3siKmfN0RnRJmyIRPm5cFr1H/OFet3jdXgydvALtGpTGt10ezO/Z5otfECcglrk/eeJ4KPTSC9hx4NQz/c7QS3Q/LqIdR/SbZN7htPpsszbo1/nmm2+aCmdAQICZM9LVnMH7+vXrhyJFirgfP2LECNMP9McffzS3z549i5IlS2LVqlWYPn26SVTHjHkwDQarnnv27EGZMmVMojpt2jQ899xzOHDgAJYsWeLeJpPWSpUqYfTo0ShcuHCYvj4iVjF79myT3HM6K3ZrWL58OXLkyAErs1vMdovXrjHbjfaxteXuuhAht+56bHvx/WNie7+KsDJlJ//Rl19+iWHDhpnEL3v27OjatSty5sz52Mez8pk2bVr37RQpUphklevD35cyZUqzuPz1118oXbq0+QBZvHgxypcvb9anS5fOjCofNGiQqXqWKFECn3zySYSbVW7c8fx5SJxYDq9s11u8Ga+3+uEExARueu5zy2sqVnkNu/Ydwq5tm5G3YFFTIbd63HaL2W7xRkbM6ct1hqfFj+uPw/N6I2PlzxBy3fNdnI4vGYDoflx487ON2xXf0p/gP2AT+L179zB27FhT8WRzO5vQ58yZ4042wheWU6dOjXXr1rlvs/LJCdi5ns30vAKFy5EjR8wVglj1pPTp02PIkCHmrHXw4MGmIsqmE24jV65cpik+ODgY77//vrmsJRNQESvhyVRg2qq2+OKza8x2i9fbMQdf817/dyae3tx+dD8uoguHhwcJacBRFMfEk4OL2KRx8eJFk2hynQuTxdWrV+PcuXNmIBFxMNGWLVvw66+/mubynj17mgompyWqWrWqST6ZbLIK+v3335szVDaTuKqkbNpnE3usWLHcSSmb4d9++21s3rzZ9CElJsMiIiIiVqPk8z/ggCA2uzNJrFChApYtW2aav106depkqpSsULIqSqxust/npEmTzIAhNqGzX6ir+ZwVS1ZSmYhyFHzfvn0feVbD6ia3efPmTTPKvW7duvjggw9MYsok+N13343EPSEiIiLPwuHw/GJ1GnAkburzqT6fkcFu8doxZrvF682YExf90OPb5Ij0cysG4PlSnb3S7H553RB4g92Oi+jS5zNv90UeH3C09YsKsDKL/QlEREREog+HqVZ6ss8nLE/Jp4iIiIivODycMNog+VSfTxERERGJNKp8ioiIiPiIQ1MtiYiIiIh4jyqfIiIiIj7i8HCfTxsUPlX5FBEREZHIo8qniIiIiI/4+TnM4sntWZ2STxEREREfcajZXURERETEe1T5FBEREfERh6ZaEhERERHxHlU+RURERHzEoT6fIiIiIiLeo8qniIiIiI84omGfTyWfIiIiIj7iUPIp0Zm3Dlg7vBHsHK+3bDl6xePbjOEACmdKhO3HruCe0+ObR77ARJ7fqNhaqpIVPb7N+P4PvjpTvlIO8W/d9fj2RaI6JZ8iIiIiPuLQgCMREREREe9R5VNERETERxzwcJ9PWL/0qeRTRERExEccanYXEREREfEeVT5FREREfMQRDadaUuVTRERERCKNKp8iIiIiPuJQn08REREREe9R5VNERETERxzRsM+nkk8RERERH3Go2V1ERERExHuUfIpXzJk9Cy9mzYiYMWOiSIG82LtnD6xs186dKFa0EBInToyunTvC6XTC6qwY88rFf+CNMnlRInsyNKleAkcP7nvoMa+++irmTp/svj122JeoWjQryuVJi06t6+PKpYuwCivu46gUL124cAHZs2TA0aNHYQW1C6XB4cFVHlq43iWm34PSUsEMic2/A+vlfuRz0iSOAyvQ57E9mt0dHlysTsmneNzhQ4fQukUz9PmiP06dOoXMWbPi3dYtYFW3bt1C7ZrVkT9/AWzatAl79+zGxPHjYGVWjPnksSP4ost7eLdjD8xatRvpMmRGv+7vh3nM/Fm/YsGCBe7bWzasxuI/ZmD45N8xfvZK3Lt3D9/26w4rsOI+jkrxuhLPWjWq4ZhFEk+a/dffyNNtoXt5pddSXAy5hY2HL7sf06xkYJjnfDZ9Z5jnNBu5EUfOXcPpKzfga/o8FitS8iket3fvHvNB90adN5EiRQq0av0utm3dAqtaMH8egq5exYCvBiNTpkzo1acvxo0dAyuzYszHDu3Dux16oFyVmkiS7HnUbPA29u/e4b4/6MplfNPvU2TLls29bs/2v/BKqQp4IWMWpH0hIypWfwMnjx2GFVhxH0eleKlxw3qoW68BrOTOPSeCb951L7UKpsHCHWdx/OJ1c39gsrhoEi75vHnnfpjnvF0qEN8sPID7FijY6fPYBhz/9Pv0xGKDS7trwJF4XpWq1cLc3r9vHzJnzgKr2rF9GwoXKYq4ceOa27ly5zZn21ZmxZiLlX01zO3jhw8gXWBG9+1v+32C0hWrIkGs++51GbJkx2+/jMPr9d9GnHjxMGfaTyhcrAyswIr7OCrFS8N/GIXADBnQ4eMPYEWxY/qhaclA1Byyxr3u8zovYczyI/ioctZHPid3uoRIlyQu5mz5G1agz2OxIlU+xatu376Nb4YMQotW78CqgoKCEBiYwX2b/WVixIiBy5f/aWazGqvHfOf2bfz843d4vV4zc3vzuj+xee0KtO3UK8zjXi5VAWnSZ0CdcvlQrWhW3Lh+DY1afwgrsPo+tnu8xMTTymrkT42tx67g1OUHzedvFEqLBAGxMP7Px3cTaFz8BUxacxxW7Kaoz2NrcqjPp6xfvx5ly5aN9jF4So8ePRAvbjw0a27dPkbshB/b3z/MOv+AAFy//qCZzYqsHvPob/shTpy4eO3Nxrh16yYGfvoROvQahHjxE4R53NJ5s3D275OYPG8dfl93ABkyZ0ev9q1hBVbfx3aP1w4avJIek9ceNz8niRcbHatmQ+cp2x/bnJ4wbixUeCkFpm44ASvS57E1OTzc7G6D3FPJp68wuWSS+SgFChTA7NmzYXfLly3Fd999h3ETJyNWrFiwqsRJkuDC+fNh1oUEByN27NiwKivHvGntSkz/aQx6Dh6FmLFiYex3X+LFXPlQrEylhx67cM5U0zc0MHM2JE6aDB9+0hfLF85BcNBV+JqV93FUiNfqXkgW1yyr9l0wtz99/UX8uv4E9v4d/NjnVMqVwgxMCrpxF1ajz2OxEvX5tOiZX/z48WFnR48cQZO36psPuxdz5ICVFSxYCGPHjAoTO0dcJkmSBFZl1Zj/PnEMPT5qgfY9B5r+nLRozjQzfVLF/C+Y27du3oBfjF+xc9tm3L9/H5cv/vNFc/H8OfPv/Xv34GtW3cdRJV6rq5onFZbuOoe7/y9z1iiQBsE376BR8QfHMQ1rkg/DFh3ED0sfDJKrmjcV5m45DavR57G1OaLhFY6iVeVz+/btqFOnjqkstm3bFsHBD85gp06dipIlS5pl9erV7sfPmDEDjRo1ct8+efJkmJG6a9euRfXq1ZEvXz60aNECZ86ccd+3ePFiVKpUCXnz5kWTJk1w9uxZs7558+ZmG5zyonHjxubnkSNHPlWz+8aNG1GjRg0UKlQI7du3N31jQsf566+/4pVXXjHLwoUL4Ss3btxArderoVr1GqhZsyZCQkLMYtW52oqXKIngoCBMGDfW3B7Yvy/Klitv+hlZlRVjZlLZsVU9lChfBaUqVMP1ayFm4TRKP/2+BuNn/4mJc/7Ea6+9hlYfdkXLD7ohb8GXMWvKeMyc/CP+mPEzPvuwOXLlL4yEiX3/RWPFfRyV4rW6ktmTY/2hS+7bJfosQ5UvV6HqV6vw5rdrzbqeM3ab/p3kH8sPhTMlwbqD1pmnlvR5LFYUbZJPJmotW7Y0CSabtPnm69+/P/bu3YvevXvjs88+w6hRo/D7778/1fZOnDiBd955xySWf/zxh6lUcjt09epVfPTRR2jdurVJApMmTYrvv//e3Dd06FCTRKZKlQo//PCD+blp06ZP/H2nT59Gq1at0LBhQ5NsXrt2DV26dHHfv3//fvO7fv75Z9SqVQt9+/aFryxetBB7du/Gj2NGIUGCBEie+MFy/NgxWLXSPHzEaHz0QVskS5YMc+fMwud9B8DKIiPmGI6ILRtXLcORg3sxe8p4lM+bzr3g/n2kTZfevfC9kjhxUvO+qNu4FSpUq4Vxw7/CgE8+RIIEz6H3oJER/t2uJTofF3aLN7LE948Z4SVpvNjI+0Ii7Pk7yL3u6vU7/yw37phth9y6YwYW8f7iWZIh+MZdXL5255l+Z+jFk/R5bH2OaNjn0+G06umPhzHhHDhwIP78809Tkl65ciU6d+5skrkdO3ZgxIgR5nGTJk3CmDFjsHTpUpPkzZw5ExMnTnRXPsuVK4d9+/a5E0c+llj13LNnD8qUKYM7d+6YBJRvdG579OjR5uxz/Pjx7nhY2ezXrx+KFCnyUKysfHbt2tXE4ML4uP7HH380t1lJZSK9atUq85p69uyJZcuWmS/0I0eOmKvIME55evwbbt68GUWLFjX70Q7sGLPd2G0f2y1ekeh+HFf8dg2u3/ZcV6O4sWNg4fuvwMpiRqcD+dKlS6bJmtjXjNXDc+fOmSqkS/r06R+7jZs3b4apRKZNm9Z9O2XKlGYh5vODBg0yyWPGjBkRL1488/v+i/C/j5MFswM21xMn43W9QZ+1M/lNL/SRD4jpne16Q6JkKVG1alUTr2IGth+74vmmFgdQMGMibDp8xSsTcOd+IRGi+3Fht3i9/VlR+FPPd0GK5x8Da3uWw8s9l+DaLc/3T97QpyK8QZ/H/+wHK3FEwz6fFvsTeA8Tw5w5c+Lrr792J4hseuel/thk7eJK5lx/wNBJ486dO90/M2Hlpb9cWG1kUzurpXPnzsXWrVtN8snEk9XU+fPnh4mH245I0Tl16tRYt26d+zYrn5yzjesPHjxo+wFKYj33vNgmwsTTm9sXcQm55b1si4mnN7cv0YMjGiaf0abPZ+nSpU1iyUFHAQEBJunkICE2f7PpesWKFThw4IC7Gd1VXWRixySVVdPQ9/GMjMknk01ul306WXn08/MzFVUmlmx653Z5X/hEkxVWDm5i5ZUDl56EA5u2bNliBhWxvymb2cuXL2/6xIiIiIjYRbRJPp977jkMHz4cY8eONUkbK5FMCnPnzm36fnbv3t0M6ClRooT7OexrUrx4cZP48T4OIHJJly6de3tMRDmgyTXIhyMK06RJgypVqpipLerWrYtDhw6Z6SJcOnXqhOXLl5s+ohyE9CSstLLfJ6uo3H6cOHFMn1ERERGxL4cGHEl0Ft37fNoxXm/GvOWo5/t8ckR64UyJsOHQFa80u+cL9HyfTzseF3aL15sx5+j0h8e3yRHp2/tVRO6uC73S7L57YBV4g92OC2/Fa7U+n5W/W+fxAUfz3isKK7PYn0BEREQk+nCoz6eIiIiIiPeo8ikiIiLiIw4P99O0QeFTyaeIiIiIrzjU7C4iIiIi4j2qfIqIiIj4iMPDTeXWr3uq8ikiIiIikUiVTxEREREf8XM4zOLJ7Vmdkk8RERERH3FEw9HuanYXERERkUijyqeIiIiIjzg01ZKIiIiIRDdffvkl3nnnHfft/fv3o3bt2ihUqBAGDBgAp9Ppvm/Dhg2oXLkyihQpgrFjx0b4dyn5FBEREfERP4fnl4jau3cvJk+ejO7du5vbt2/fNolozpw5MX36dBw6dAgzZsww9126dAnvvvsuqlatiilTpmDOnDlYt25dxF5zxEMUERERkajg/v37+Oyzz9C0aVOkS5fOrFu5ciVCQkLQtWtXpE+fHh9//DGmTZtm7ps9ezaef/55vPfeewgMDESbNm3c9z0tJZ8iIiIivuL4p9+nJ5aIzjL/888/myb2NGnSYMmSJabqyUponjx5ECdOHPOYbNmymeon7du3zzS3u/qW5s6dG7t27YrQ71TyKSIiIuLjqZYcHlyIlcvQC5PK8K5du4ahQ4eaiufff/+NcePGoUGDBubxadOmDRWjA35+frh69epD98WPHx/nzp2L0GvWaHcReaR8gYm8tu3cL3hv2yKhnV650OPbTBDPH0BFnFmzBMHXbnl8+/fuV4Z3OHDv/j+DRjwlxrN0MhSvK1mypEkuXdq2bYt27dqFecyiRYtw48YNjB8/HkmSJMHdu3dRvXp108+zVq1aYR7r7++PmzdvIkaMGIgdO/ZD6yNCyaeIiIiIjzj+/58nt+fqtxla6ITR5cyZM6Z5nYknxYwZ0zSxHz582AwsCo2JbKxYsZAwYcIw97nWR4Sa3UVERESimPjx44dZHpV8pkyZErduha3es/m9W7du2Lp1q3vdiRMnTLM9E89cuXKFuW/37t1IkSJFhGJT8ikiIiISDadaKlWqFA4ePGgGHbEKOmHCBDPYqGLFiqZvJ5vfacSIEXjllVdMk3vZsmXx119/Yc2aNbhz5w5Gjx6N4sWLR+g1q9ldREREJBpKnDgxRo4ciYEDB6J///5Injw5hgwZglSpUuHzzz9H+/btzX0cbDRx4kTzHDbRcwqmVq1aIW7cuEiQIIF5bkQo+RQRERGJppfXLFCggJksPrxy5cqZAUmcRon9QpmoutSvX99UO9k3tGDBgogXL16EfqeSTxEREREfcYSaHslT2/MUVkJLly79yPs4PZNrUvqIUp9PEREREYk0qnyKiIiI+IgfJ3D3YLnSk9vyFlU+RURERCTSqPIpIiIi4iMOC/f59BZVPkVEREQk0ij5FBF5jAsXLiB7lgw4evSor0ORSNSoemFsmtIZp5f1w/gvGiNpwgfTyDStURQH5vbA0QV9zO0XUj24JOFb1QrjxqYhDy1c78tjN2fWjDgW6tidNWsWXsqWCQnjxsLLhfJh7549PotPHp5qyZOL1Sn5FK/YtXMnihUtZOYF69q5I5xOJ6zMbvHaMWa7xcsv71o1qoX58rY6u+1jK8ZcpnBWDOpQC50Gz0ThegOQIJ4/pnz1NjKkSYpuLSuhTvsxKNZokHnst13rmH+nzN+MlKW7upfMVXrg/OUQrN5yyGfHbp2a1XHs2D/H7uFDh9CsWTP0+qIf9h85icxZsqLtuy1hRVY7JiKr2d3hwcXqlHyKx/E6sbVrVkf+/AWwadMm7N2zGxPHj4NV2S1eO8Zst3ipccN6qFuvAezCjvvYijE3rFoIP83dgKXr9+PE2Svo9s1sFMuXCflfTIcNO45i676TOHXuinlshjTJzL937t7D1ZAb7qVB1UKYvWw7jpy66JPX0PSt+qhTt36Ydfv27jFXoan9xpvmOtwtWr2DbVu3wGqseEyI5yn5FI9bMH8egq5exYCvBiNTpkzo1acvxo0dA6uyW7x2jNlu8dLwH0bhvXbvwy7suI+tGHPSRPFw4sxl9+179x9U3fYfO4dShbIgd9Y0SBAvwKxbsenAQ8/3jx0T79UrhYFjF8NXhn0/Em3ahj12K1etZi6H6HJg/z5kypwFVmPFYyKyplry8+BidUo+xeN2bN+GwkWKmmu+Uq7cuc3Zq1XZLV47xmy3eCkwQwbYiR33sRVj3rr3JCoXz+nuN9eoWmFs2nUMOw78jZlLtmH95I449Ecvc1/P4b8/9Py6rxbAxl3HcPz0JVj12L19+zaGDhmM5i1bw2qseEyI5yn59KL169ejbNmyiG6CgoIQGPjPhx8/xGPEiIHLl/+pJliJ3eK1Y8x2i9eO7LiPrRjzkInL4OfnwNqfOmD5jx+iY7PyGD7lTxTMmR5VS+REySZfI1OVHuaxkwc2e+j5LWu/gtHTV8PKvujdA3HjxUPTt1vAaqx4THibwwuL1Sn59KICBQpg9uzZiG5ixoyJ2P7+Ydb5BwTg+vXrsCK7xWvHmO0Wrx3ZcR9bMWb22SzfcigadB6L7QdOYe+Rs2ZA0ZuV8mPqwi2mqhl87aZ5bGDqpKYZ3iVj2mRmWbJuH6xq+bKlGPnDcPw4YRJixYoFq7HiMSE+nGSeU43Ejh37iY8LCAhAkiQPpp+I7vgmih8/PqKbxEmSYPfOnWHWhQQHP9Xx4wt2i9eOMdstXjuy4z62csynz19FjTK50faLX3H/vtP0o0ua5MGUSy5x/GMhht8/dabaFfJi3qrduHvvPqzoyJEjaNa4AQZ/MwwvvpjD1+HY7pjwFoeHp0eKUlMt1a1bF2+++eYTl1KlSqF3796IStasWYMqVaogT548qFevHo4dO2bWr127FtWrV0e+fPnQokULnDlz5qma3VeuXGmeV7BgQXTv3t30v6GhQ4eiS5cuGDZsmLmPz928ebP7eXPnzkXFihVNRfWjjz5CcHCw+77ffvvN3FekSBEMHjzYp1NTFCxYCOvXr3XfPnrkiBnBaNWTErvFa8eY7RavHdlxH1s55jb1SmL/0XOYs2KHub1662GTjLZrUAq1yuc1685dCjZ9QV0qvvwiVm4+CCu6ceMGqlWrhqrVXkP1GjUREhJiFqtNY2TlY8Jb/ByeX6JM8slEatWqVU9chgwZgoULFyIq6dixI2rVqoX58+eb0XfffPMNTpw4gXfeeQdNmjTBH3/8YSqcT5N0M3Ft06YNGjdujGnTpmH79u0YPXq0+/4VK1bg5MmTmDlzJvLnz28SSfrrr7/wySefoHPnzibRPH/+PL799ltz38aNG819TFzHjx9vnuvL5v7iJUoiOCgIE8aNNbcH9u+LsuXKm347VmS3eO0Ys93itSM77uPIiJnzdEZ0SZsiET5uXBa9R/zhXrd43V4MnbwC7RqUxrddHszv2eaLXxAnIJa5P3nieCj00gvYceDUM/3O0Is3LFm0ELt378a4H0cjZdLn3Mvx/xdTrMKOx7FEnMMZgdOer776yjSrh3f//n1zZtK+fXuTlC1fvtwkZVEFK5Cs6jJh5Ou/e/cufvzxR5P0jRnzYAoIVj337NmDMmXKhEnYu3btiqVLl7rXff/99+b21KlTze2ff/4Z06dPN4koK59Tpkwx97OJgcn8Z599Zm5/+umnppTuSnAPHz6Mc+fOoWjRoibx5BksE3/X34l/BybJvsLkt379+ogTJw78/PzMMZEjhzWbeewYrx1jtlu8dmTHfWzHmMW7otsx0XLKDty447muGnFi+WFU3VyIEn0+ydU8HL4/AZPPO3fumJ9feOGFKJV40pdffmmawlmhzJ49u0koT58+jbRp07ofkzJlSrM8iStJZbM63bt3zz2lBOXNm9fdtyV0Z3D+vsKF/7lUW8aMGc3i2iYTXdc2+bfIli1bhF/nzbvwmIpVXsOufYewa9tm5C1YFEmTJvXo9j3NbvHaMWa7xRtaQEzPvj+8xY772Nsxpy/XGZ4WP64/Ds/rjYyVP0PI9Vse3/6RRf3hDfFiO3Dttueb2UP3e7XDMcH3s/hWhP4E3bp1eyjpZJOzv7+/SZg2bNiAZMmSIXPmzIgq2E+GCeLYsWNNxdPVL7Nq1arm6guhO3KzH+aMGTPMmdrjMEFldZTN5659yN/h8rgBSqlSpcKpU6fct9etW2eSYS7cJvvkNm3a1NzHOLldX2NcgWmrWv7Lz67x2jFmu8VrR3bcx96MOfia55NDFyae3tx+dGbH4/i/cNign6ZP+nwysWLfx06dOpnm9atXr5okh4nYvHnzTPPxiBEj0KhRI9MkHVUw8WzevLlpBrh48aLpnM11ruSTySarkmxO59nZvyWe5Hoe+34yYZ84caKppD4J+5wyhmXLlpkm9ZEjRyJ16tTmvtdff900zfN6vhxh//XXX7ub4EVERMT6o90dHlyiTPK5YMECM5K6UKFCZvT3zZs33U3DHBTzww8/mOogE9SoNLclK5FsdmdyWaFCBZP89erVC+nSpcPw4cPNa2ZCyYlx+/bt+8TtpU+fHgMGDDDX2OXo9H379rkHFf0bjqjv06cP+vXrZxJRVph5IkBsbm/Xrp25XblyZdPs3qPHg0mQRURERGw54ChnzpzYtWuXewAOE53nnnsO7733nhkYEy/eg/nPWNFjIpYrl7U7u8rDvNG8YZe+cnaN144x2y1eO8Zst3i9GXPioh96fJsckX5uxQA8X6qzV5rdL6z5GtG5z6e3jwmr9fl8Z+pO3Lzrua5yATH98EOdl2BlT/0nCF/G5WhtjrZmf0UOhOHgG9eIcA46EhERERF55uSTA1h+/ZVXerhvLnPFJuZEiRLh5ZdfNpOtcwAMp/jhlAijRo165JRMIiIiIvIPXeHoX7AvIa+2s3XrVhQvXtzMv8UBR5x+iaPdeWWjyZMnm8T0ww8938whIiIiItGo8jlo0KCH1nFi+dAjtRMkSGAeN2vWLM9FKCIiIhJFOf6/eHJ7Vvefut2y4tmwYcMw6wIDA/HBBx/817hEREREojw/h8MsntxelGl2d3FdT5yuXbtmBhyx6f3tt992r+f1ynn9cRERERGRZ0o+XVfMYb9O4gxNnHi+RYsWZmL1AwcOuB+7ePFis4iIiIjI4zkcnl+iRPLJxJNXLuIVdFzXIefE66xw9uzZ01xVx3Udcl79h1XP8M3xIiIiIiJP1eeTlc0aNWqgdevWJhFdtGgRfvrpJ7NkyZIlzNB+Xi4ya9asZgomEREREXk8h6ZaejxOIN+hQweTiK5YscJUPHPnzh3mMevXr8ekSZPMJSBFRERERJ55tPsff/xhmtc5vVLJkiVNn8/ff//dJKO8pOb58+fxySefmOudJ0+e/Gk3KyIiIhJtOTzcT9MGhc+nTz6nTZuG2LFj4+rVq+ZKRhkzZjSj3FOlSmX+5cLru7PPp4iIiIg8mV80nGrpqZPPH3/80VQ9y5QpY6ZYKlasmBmE5MKrHzVr1gzvvPMORo8ejcyZM3srZhERERGxqadOPs+ePYuWLVuaieXHjRuHJk2amKb3xo0buzu4clASq6OdO3fG9OnTvRm3iIiIiO05omGz+1MPOPriiy/Qrl0708fzhRdewA8//IAhQ4bgr7/+MvczEXVdA56JKAcliYiIiIg8U/LZvXt3VKhQAdevXze3s2fPbiqhHGTE/p6h+3qyAjp37tyn3bSIiIhItJ5qyeHBJco0u6dIkcL8e+fOHZNssnmdfT4PHTqEy5cvm/6gLvnz58esWbO8E7GISBRx9Pw1j2/TzwFkTRkPxy9cw/0HDVIeFZg8HuzEP3tBz28zzoOLqvhnzY/bN+54fPsx+Ef0Em9uW8TjyafLpk2b3D/Hjx/fjHynmTNnutezKuq6DKeIiIiIPL4J2s/D24tyyefjcMollxgxYphFRERERB7PoSsc/bs///wTy5Ytw4EDB8KsZ5N76GmXdu/ejb1793ouShERERGJEiKUfPbo0QO9evUyCWhorHLu2rXLfbt3796YMWOG56IUERERiYIcjgd9tT212KDwGfFm9+XLlz+8kZgxzfyftGDBApw6dcpMNC8iIiIi8szJ55P6EXC6pcGDB5tJ5jkYSUREREQez+//FUtPbi/KVT5v3LiBDh06IG3atGb6JQ40cg022rNnD+LGjYtq1ap5I1YRERERsbmnSj5v3rxpJo2/cuUKLl26ZJJNVjmPHDmCDRs24Ny5cwgKCsKcOXMwYcIE70ctIiIiEgU4ouFo96dKPnkVo7Vr15qEM02aNOY2L5/JJDRr1qzmMQULFjTXf//oo48wcuRIcxlOEREREXk8v2jY7P5UGWLHjh3NQKMkSZKY20wyO3XqhOPHj7sfEytWLHz99de4e/euBhuJiIiIyLMnn+zbyeTSVcr99NNPUatWLZQvXx59+/bFH3/8Ydbz/i5dumDMmDGmb6iIiIiIPJ7D4fnF6p6pbbxZs2b44IMPzPXbubz44othLq3JwUhLlizxZJwiIiI+lzBuLOTN8KAVUEQiIfl0Op344YcfTFUzduzYGDdunJl4PkOGDLh//777cRUqVMDChQufMSSJCnbt3IliRQshceLE6Nq5ozl2rMxu8dox5jmzZ+HFrBnNvMBFCuTF3j17YHVW3ceXL15A+SI5cerEsYfu+/LzT1G9evUw65bMn4sKRV/CS+kSomb5l3HogHWuQGfFfdyodGbs/KYm/h5TD3O7V8ALyR9MHVijcHps/7omvmxcyNyuWiCt+zkDGhXElZ/eci9/DaoBq7hw4QKyZ8mAo0ePwg6seEx4k5/D4fElSiWfxYoVM5fNPHHihBlQNGXKFFSpUgW3b982I+JdcufOjRIlSngjXrEBXm61ds3qyJ+/ADZt2oS9e3Zj4vhxsCq7xWvHmA8fOoTWLZqhzxf9zUUoMmfNindbt4CVWXUfM/F8p0mdRyae+3bvxORxo/DNN9+41x0/ehjdP34XH3frheV/7Udgpsz4tH1bWIEV93Hg8/HR6fVcaPj1ChTuNBtHzgbj+9Yv47k4sTCoaWFU+XwhKvRaYB7b/Y287uflzZAUdb5cihdaTTFLye6/wyqJZ60a1XDMJomnFY+JyEjE/Dy8WF2EYuzTpw+GDBmCJk2amNusfhIrGRxkdOjQIXP7lVdeQZ06dbwRr9jAgvnzEHT1KgZ8NRiZMmVCrz59MW7sGFiV3eK1Y8x79+4xiecbdd40fchbtX4X27ZugZVZdR9//G5TVHv94c9Xtj591qkdmrZ6DxkzZnSvP3Rgn0k8K79WG8mSp0C9xi2wZ+c2WIEV93HuF5Jg06EL2Hb0Ek5evI6fVhxChhQJkCBOLHT9aRN2nbjifmzi+A++A2P4OZA9bUKs2XsOV6/fMUvIzbuwgsYN66FuvQawCyseE+LD5JMfbOGv6e7eiJ8f8ubNi9q1a5vb27Ztw/Xr1z0XpdjKju3bULhIUXPBAcqVO7c5e7Uqu8Vrx5irVK2G5i1buW/v37cPmTNngZVZdR/3+WoYGrVo89D6XyaMxoE9u5Am3QuYPXu2aZGiMhUq48233nY/7sihA3ghYyZYgRX38b5TV1EyRwrkSp/YVDubl8+K5TtP49Sl65i65kH1MGaMB82a87ecMv/mTJfINHX+2bcqTv9YD9M6lUXapA9ek68N/2EU3mv3PuzCiseEtzk04Ojx2Ofi+++/f+z9HA3PCij16tULM2bM8EyEYju84EBgYAb3bc6CECNGDFy+fBlWZLd47RqzC5Oib4YMQotW78DKrLqP06YPfGjdtWshGPbVF0j7QiD+PnncTHvXoEYF3Aw36wj3/dgRQ1G3UXNYgRX38b6/r2LWhuMmkTw+qi4KZ0mGTyb/5b7/pfSJ8NdXD/pz9vj5wfpsaRLi4OkgtP5+NYp1/R13793HkOZFYQWBGf7Zv3ZgxWNCfJh88o/P5JKj2EuXLo1KlSqFWSpWrGgqoKx6nj9/Xs3uT7B+/XqULVsWURGPk9j+/mHW+QcEWLYabrd47RqzCwcpxosbD82aW7vPp5328aI/ZuPG9esYP/UPvN/xEyxatAjXQoIxe/rPYR7HBDVunLh4o0FTWIEV93H+jEnxar60KNdjHtK3nIJpa49iasd/Pqt3Hr9i+oPSwCYPBh6xIlrms3nYePACDp8NRodxG1DmpZSmqV7sf0x4mx88POAI1i99+j1LZ+DKlSubZngmTxxYxKrol19+af7lnJ/NmzeHf7iDR8IqUKCAaRqLqGzZsuHkyZOwssRJkuDC+fNh1oUEB7v7CFuN3eK1a8y0fNlSfPfddxg3cbJpLbEyO+3js6dPIU+BQkicNJn7Czxbjpdw7Mhh92PWrVqOyeNG4svhP1pm31txH7/xciBmrDuKzYcuIujGHXw+dRsyPB/fNMO77Dj+oApXOV9aM/VSeOeDbiKGnx9SJIoTqbFHBVY8JsTznmlQFOfxDAgIMP+mTp3aJJp58uQx92XOnBmvvfaap+OMcvjlED/+g+k7opqCBQth/fq17ttHjxwxJy2uK2RZjd3itWvMjLHJW/VN8vlijhywOjvt4xSp0oSZcYT+PnkCKVKlMj+fPH4UHdo0w6d9ByNz1n/mZfY1K+5jPz8Hkj8X4L7N6mWc2DHxXNxY6F0/f5jHOuHEfSfMeiatLoUzJ8e9+/dx6uK1SI09KrDiMeFtDvX5fDRWNEeMGGHK3ufOnfvXx7K5PaodJGvWrDFTSjHBrlevHo4dezDFycaNG1GjRg0UKlQI7du3N31VXNauXWvm2suXLx9atGiBM2fOPFWz+8qVK83zChYsiO7du7sHDbz66qum6knlypUzP//++4OpPLp162b62YaOt3jx4mHmXo1MxUuURHBQECaMG2tuD+zfF2XLlTddN6zIbvHaMWbODVzr9WqoVr0GatasiZCQELNYef4+O+3jUuUq4dD+vWbQ0Zm/T+Hbb7/F3t07UKFyDdPv853Gb6BspaooX7m66R/KxQr73or7mCPWqxVMjzavZjcJ5aQPS+Hc1Rs4ei4ETcpkNkuqxA8qmit3nUXwjTvYefwyPqmTByVzpkSZl1Jh8NtF8MuqI7hx+57PXoddWfGYiKxru/t5cIkSyeedO3ewZ88eHD582EwyH93w2va8nOj8+fPN1A+cQ+/06dNo1aoVGjZsaAZXXbt2zVxalDgP6jvvvGOmpGI3BFY4e/fu/cTfw6S2TZs2aNy4MaZNm4bt27ebKayIt5nsEq8qxZ/Zz5bYDWLx4sXuLxP292Kyyj64vqrqDh8xGh990BbJkiXD3Dmz8HnfAbAqu8Vrx5gXL1qIPbt348cxo5AgQQIkT/xgOf7/E7nouo//65eL4/8/J02aFCN/mo5ZUyejUvG85jPqm5ETkCZtWqxZucQkplMnjUPBLCndy+lTx33+pRYZ+5iVy4gsy3aexvfz96BN5RcxvPXLSBzfH62+X22a4N/9YY1Zv7RXZbPt7pM3mefM++sk5m46gYkflMSPbYtj5a4z6DVlS4R/t2uJzuz22SbPxuGMwOlvgwYN8NZbb5lRZ7/88oupArIcPnPmTMyZM8dUAN977z2ULFkyzDxzdscK5ZtvvmmSQnY3uHv3LsaOHWuqlz/++KN5zNmzZ83rXrVqFaZPn26SQ17jnlj1ZPJepkwZ9zb53K5du2Lp0qXudZxNgLenTp1qbv/8889mW0w8XVjx5KAvdnlwYTy8AACfz0prqVKlzHys+fOHbSKKbHzdmzdvRtGiRc2Xo9XZLV67xmw32sfep30s0fmY6L/0EG7f81xLROwYDnQpa43p1B7nwdxIEcTkk9VQ/stmYf7Mah+xaX7kyJHo378/ogoOpho2bJipQvLa9UwaWfkMnQBy4mx2iOb68PelTJnSLE/iSlLZ5E737t1zz3X2pDNFVkFZ8eTPrHgyCY0oT8+JnChZSlStWtVs1yLzLUepeO0ac0BM+8Tq7X18/ILn+wSyOpk5RTwcPHvN9Ef0tPTJ4nl8m97cx1neneLZDQKIHxATe4bWxovtpntlMvkD39dFdH/vefOY4H4Q33qmPwGTSw4yGj9+vHsdm6U5H1ezZs3M1EtMTHldVrtjXzUmgax0ssI4dOhQ07zOfpnr1q1zP46VTybiHICVKlUqc1kwlyNHjuCjjz4yzfP/1hTOBJXV0c6dO5vb7LPJ3x8a9/GjitXsk/rJJ5+YUaxshufjRMTavJEcht62N7dvF+yT6S1MPL25fYkeHB4eJBTlJpln8sUkh30R2awcfmGyFCdOHDMI51mmEbIiJp6cOoqv5+LFi2Y/cB2Tzy1btuDXX381Vd+ePXuifPnypo8Kz9aYfDLZZBWUzeFsNnhSH0zX89j3k1XUiRMnmipraOnTpzeDkpjsuvqAUuHChU2iOnnyZJN8ioiIiNg6+WTCxbkpH4eJKR9DHM1apEgRRAUcLMRmdyaQFSpUMJcY5chyVjc5A8CkSZPM62XS3a9fP/OcdOnSYfjw4aZayoSSo+D79u37xN/FxHLAgAGmywKb0fft24fBgweHeQyTXG6XI97Z79aFIwH5nIQJEyJ37txe2BMiIiLiaX7RcLR7hAYc/RtuhlP8cOCLRC7O73fp0iWTIHOaKzbxP9N27kbvPkZ2jNeOMdstXm/GfPS8d/p8Zk0ZD/vPeKfPZ2Byz/f59OY+Ttn0J49vkyPST4yqi3Qtp3il2f3MuLfgDXZ773krXqv1+fxq+WGPDzjqUNrag7499idgH0Mlnr5x9epV0882Q4YM7tH3IiIiIlZksfxfngVH2u/YscPXYYiIiEgE+Xm4qdwOze6+mYVcRERERKIlVT5FREREfMRPlU8REREREe9R5VNERETERxwOh4cnmbd+6VPJp4iIiIiP+KnZXURERETEe1T5FBEREfERh67tLiIiIiLiPap8ioiIiPiIn8Ph4T6f1i99qvIpIiIiImjevDlmzJhhft6wYQMqV66MIkWKYOzYsWEeN3/+fJQpUwbFixfH3LlzI/x7lHyKiIiI+Hi0u58Hl2cxe/ZsrFq1yvx86dIlvPvuu6hatSqmTJmCOXPmYN26dea+/fv3o0OHDmjTpg3GjBmDb7/9FocPH47Ya362EEVERETkP3P8M+jIEwu3F1FXrlzBgAEDkCFDBnci+vzzz+O9995DYGCgSTSnTZtm7ps6daqphtapUwfZsmVDw4YNMWvWrAj9PiWfIiIiItHYgAEDUL58eeTNm9fc3rdvn0kwXRPW586dG7t27TI/7927F0WLFnU/N/R9T0vJp4iIiIiP+MHh8YVCQkLCLLdv337k72dz+tq1a9GxY0f3Oj4+bdq07tvx48fHuXPnzM/Xrl177H1PS6PdRUR8JDB5PK9tO30y723bTm7tetBPzZNixwsAUBe39mzErWs3Pb594C0vbFOim5IlS5pE0aVt27Zo165dmMfcunULPXr0QM+ePU0S6RIjRgzEjh3bfdvf3x83b9584n1PS8mniIiISBSbZH7lypVh1odOGF2GDx+Ol156CaVLlw6zPmHChGbQkQuT2FixYj3xvqel5FNEREQkil3bPX6oSubjcBT75cuXUbBgQXObFcx58+aZn/Ply+d+3O7du5EiRQrzc65cubB161Yz4Cj8fU9LyaeIiIhINDR58mTcvXvXfXvgwIHIkycPatasaaqha9asQaFChTB69GgzpydVqlQJ9evXR+PGjU3fz4kTJ+K1116L0O9V8ikiIiISDa9wlDJlyjC348aNi8SJEyNJkiTo2rUrWrVqZdYlSJAA/fv3N4/Jnj27STxr165t+nu+8MILaNCgQYRiVPIpIiIiInAlmMTqJqudnECezfLx4v0ziPGjjz5C9erVcfbsWVMZfVR/0n+j5FNEREQkig048oR06dKZ5VEyZ85slmeheT5FREREJNKo8ikiIiLiI37wcJ/PZ7m+ZiRT8ikiIiLiIw4LN7t7i5rdRURERCTSqPIpIiIi4sMqoJ+Ht2d1dohRRESewpzZs/Bi1oyIGTMmihTIi7179vg6JFtq9FpRbJraDadXDsT4fk2RNFG8MOsPzOtjbidJGNf9nKY1XzbrL64ZjAWjPkBgmqQ+i1/E6pR8ilfs2rkTxYoWMpPVdu3cEU6nE1Zmt3jtGLPd4rVbzIcPHULrFs3Q54v+OHXqFDJnzYp3W7eA1VltH5cpkg2DOr2BTl/NQOE3+yFBvABMGdQyzPrSTQeZx47r29T8myFtMnRrWRl1PhqBvLX64PDJ8xjVuxGswmr7OKrF+185HA6PL1an5FM87tatW6hdszry5y+ATZs2Ye+e3Zg4fhysym7x2jFmu8Vrx5j37t1jEs836rxprrPcqvW72LZ1C6zMivu4YbXC+GnOeixdvxcnzlxGtyG/oVj+zGhTv7R7/amzV8xji+bJiMTPxUXe7GmxYcdRbN170jxnwm/rkCldcliBFfdxVIpXno2ST/G4BfPnIejqVQz4ajAyZcqEXn36YtzYMbAqu8Vrx5jtFq8dY65StRqat2zlvr1/3z5kzpwFVmbFfZw0UXycOH3Jffvevfvm3wRx/cOsd99//z72HD6DUoWyInfWNHgufgBavVkCS9bthRVYcR9HpXg9weGFxeqUfIrH7di+DYWLFDXXg6VcuXObs1erslu8dozZbvHaNWaX27dv45shg9Ci1TuwMivu4617TqByyZfcTZemn+fOo1i79XCY9fTX7uMICrmJvYfPYOaSrVg/pSvO/vkViuTOgK5fz4QVWHEfR6V4PXdtd4dHF6tT8vkfnTx5EtmyZYvwfc+6TTsICgpCYGAG921+WMeIEQOXL1+GFdktXjvGbLd47RqzS48ePRAvbjw0a27tPp9W3MdDJiwxX95rf+6M5ePbo+PbFTH8lxVh1v/xQ1vz2DHTV5l/C+Z8AVVLvoSSjb5EihId8Ov8zfht6LuwAivu46gUrzwbJZ9elDp1amzcuPGR9zVq1AgzZsyI8PPsgCNtY/v7h1nnHxCA69evw4rsFq8dY7ZbvHaNmZYvW4rvvvsO4yZORqxYsWBlVtzHV0NuoHzzIWjQcTS27z9lqppT5m0Ks37XwdPmsdMXPehT++arBTB1wWZs3HnMVEJ7fjfHDEJiM7yvWXEfR6V4PcURjZrcScmnF/n5+eG5556LtOdZReIkSXDh/Pkw60KCgxE7dmxYkd3itWPMdovXrjEfPXIETd6qb5LPF3PkgNVZeR+fPn8VNcrmwWdDZ+P+fWeY9VVK5TI/u9b7+TmQPHEC92M4Qj5uQGzEiOH7r1gr7+OoEK88G9+/MyyAFcg33ngD7777LgoUKIDmzZvj3Llz5r79+/ejfv36Zn3Lli1x5syZ/9R8/tlnn5l1GzZsQNeuXc3PXPek59Hu3btRt25d5MuXD/Xq1cOBAwfc961ZswZVqlRBnjx5zH3Hjh2DrxQsWAjr168N84XIEYxJkiSBFdktXjvGbLd47RjzjRs3UOv1aqhWvQZq1qyJkJAQs1h5mhor7+M29Uph/9GzmLN8+0PrDx578P3gsnrLIdQolwftGpZB3VcL4tfBLXH2YhB2HDgFX7PyPo4K8Xry8poODy5Wp+Tz/3bs2GGSut9++82cYbHP1LVr1/D222+jWLFimD17NlKlSoU2bdrg/v0Hox+fRbdu3UyTev78+U3SyZ+57kmCg4PRokULlCpVCvPnz0euXLnQoUMH9/0dO3ZErVq1zH0cIfjNN9/AV4qXKIngoCBMGDfW3B7Yvy/Klitv+u1Ykd3itWPMdovXjjEvXrQQe3bvxo9jRiFBggSmEsfluA9PRK2wj1mFjOiSNmVifNy0AnoP//2R6weMnm+2HT+uv1m/eO1eDP1pGdq9VRYje7+FJAnjoVn38YjjH/uZfn90Po7tFq88G4fTyqfFkVj5ZLK2fPly07mZFUZWQvv27Yvvv/8eCxYsMI/j2VfRokUxduxY5M2b112lLFeuHPbt2/fQdv/tPvb5ZHWCCePTPG/OnDmmKY3JJV29ehWrV6821U4qW7Ys3nzzTTRu3BgBAQG4e/euT5spmKyzYhwnThzTjYD7NoeFmwHtFq8dY7ZbvHaN2W60j73PbvvYbvH+V1O3/Y27obp2/Fcx/Ryokyc1rEzXdv+/lClTuqfQ4ATN9+7dM03vadOmdT/G39/f3Pf333+7k8/Icvr06TCxJEyY0J140pdffolhw4Zh9OjRyJ49u2nSz5kzZ4R+x827nou3YpXXsGvfIezathl5CxZF0qRJPbp9T7NbvHaM2W7x2jVmCojp2feznfdx+tL/tBB5Ciuehxd+gYwVuyPk+i2Pb//48q+i9XHs7Xj5/rASv2h4bXeL/Ql8hwkli8BMQJnoccQdE1JWIUPPnceENE2a/z6Ckb8nIkVnNvnzknku7BLA/p+swsaPH98ky/yZFc+hQ4eiS5cuplrqS9x/gWmrWvpDzs7x2jFmu8Vr15jtxpv7OPjaTXgLE09vbj86H8d2i1eiXoIcKZhUjhgxAidOnDAVRDZ7c2GSx9tM/D7//HMEBgaa/pb/Vfr06bFu3TrzezlYiMnjvyldurRpameMHPTE7gB8TrJkycy/HCTFpoqLFy+apPZJ2xMRERHfc+ja7tEXm9G3b9+O6tWr486dO/j0008RL148jBkzBqtWrTLrWR0dPny46YPyX3FkPRNd9tXk4KYnDWLiAAI2qS9duhSVK1fGtm3bTFLMg4yVTza7MyGtUKECli1bhl69ev3nGEVEREQ8TQOO/j/gaObMmZg4cSKiM280b9ip75kd47VjzHaL144x2y1eb8acuNCDqxF5Ekekn1v1FZ4v3sErze6XNw6DN9jtuPBWvFbr8zlz+2mPDziqmTsVrEyVTxERERGJNBbL/32D0x09asojEREREW9ymH6ant2e1Sn5FBEREfERv2g41ZIdYhQRERGRKEKVTxEREREfcUTDZndVPkVEREQk0qjyKSIiIuIjjv8vntye1Sn5FBEREfERh+PB4sntWZ2a3UVEREQk0qjyKSIiIuIjfnB4eKol65c+VfkUERERkUijyqeIiIiIjzjU51NERERExHtU+RQRERHxEYf5z7PbszolnyIiIiI+4lCzu4iIiIiI96jyKSLiI06n00tbdnht23a4brSInTg8PNWSHZrdVfkUERERkUijyqeIiIiIjzjU51NERERExHtU+RQRERHxEUc0rHwq+RQRERHxEUc0nOdTze4iIiIiEmlU+RQRERHxET8H4HR4dntWp8qniIiIiEQaVT5FREREfMShPp8iIiIiIt6jyqeIiIiIjzg01ZKIiIiIRBaHh5vKbZB7qtldvGPXzp0oVrQQEidOjK6dO8LpdMLK7BavHWO2W7x2jdnltWqVMXHCOFidFfdxo9eKYtPUbji9ciDG92uKpInihVl/YF4fcztJwrgPPffz92tg2pDWsBIr7uOoFK9EnJJP8bhbt26hds3qyJ+/ADZt2oS9e3Zj4njrfgnaLV47xmy3eO0as8ukSZOweOECWJ0V93GZItkwqNMb6PTVDBR+sx8SxAvAlEEtw6wv3XSQeey4vk3DPPelLKnR6s0S6PDlNFiFFfdxVIrXU1Mj+Xl4sToln+JxC+bPQ9DVqxjw1WBkypQJvfr0xbixY2BVdovXjjHbLV67xkyXLl1C+/btkTVrNlidFfdxw2qF8dOc9Vi6fi9OnLmMbkN+Q7H8mdGmfmn3+lNnr5jHFs2TEYmfe1D9dDgc+O6T+hg6aRmOnroIq7DiPo5K8cqzUfIpHrdj+zYULlIUceM++FDOlTu3OXu1KrvFa8eY7RavXWOmLp06oGbNmiZ2q7PiPk6aKD5OnL7kvn3v3n3zb4K4/mHWu++//+D+lm8UR84sqXHs74uoWioXYsWMASuw4j6OSvF6bqolh0f/szoln+JxQUFBCAzM4L7NikCMGDFw+fJlWJHd4rVjzHaL164xr1i+DMuXLcHAgQNhB1bcx1v3nEDlki+ZWNz9PHcexdqth8Osp792H0dQyE3EixMbn7xbBUdOXkT6VEnQrmEZLB37EQL8Y8HXrLiPo1K88mw02l08LmbMmHD6+4dZ5x8QgOvXr5sO5FZjt3jtGLPd4rVjzDdv3kS7Nu/gm6HDkSBBAtiBFffxkAlLUKJAZqz9uTNu3rqDIrkz4O1PxuOPFTvd6+/cuWseO2b6KvNvjXJ5ES/AH6+2+hwXr1xDjBh+2PRrNzSoWhg/zlgNX7LiPo5K8XqCIxpOtaTKp82ULVsW69evh5UlTpIEF86fD7MuJDgYsWPHhhXZLV47xmy3eO0Yc78v+qBAwUKoXKUq7MKK+/hqyA2Ubz4EDTqOxvb9p7D38BlMmbcpzPpdB0+bx05ftMX8m+b5RNiw44hJPF1N9TsPnEKmdMnga1bcx1EpXs9NtQSPLlan5FM8rmDBQli/fq379tEjR8wIxiRJksCK7BavHWO2W7x2jPnXKT9j7pxZSJU8MRIlSoQpv0zGh+3ewwft2sCqrLyPT5+/ihpl8+CzobNx/74zzPoqpXKZn13rT527gjgBYZMjNr//fe4qfM3K+zgqxCvPRsnnf7RmzRpUqVIFefLkQb169XDs2DEMHToULVq0wFtvvYUCBQrgo48+QkhIiPs5GzduRI0aNVCoUCEzKpV9XFwaNWqEGTNmYOzYsShTpgxWrFhh1jdv3hzZsmXDqVOn0LhxY/PzyJEj3c+bO3euqYrmzZvXPJYjXn2leImSCA4KwoRxY83tgf37omy58qbfjhXZLV47xmy3eO0Y86KlK7Fpyw6s27gFW7duRdVqr+HTHr3waY/esCor7+M29Uph/9GzmLN8+0PrDx47F2bd/D93IXuGlGjxRnFTBW1TvxRyZU2DWUu3wtesvI+jQrye4AcH/BweXGxQ+3Q4NXvrf1KsWDE0a9YMVatWxbBhw3Djxg1kyJDB/DxgwACTDHbq1Am5c+fGJ598gtOnT5tktWvXrnj55ZfxxRdfwM/PD8OHD3cnn7dv3zZ9tphk5sqVy/RzYX+Xu3fv4rXXXkOPHj1MUhsQEGCaIpjYFi1a1Pw+JsG9e/c2ySkT24i4+aAbk0fMnTMbTd6qjzhx4pjXt2DxcryYIwesym7x2jFmu8UbGTF76+M3TiwHGjVuihKlSpl/PSn0gBs77OP0pTtE+DkJE8TB+l+6oF770di698RD69/uPh6/DWuDjBW7I+T6LXNf4VyB6PleNeTInBrnLgbhk29nY+HqZxulfXz5V4jO7z1vxxtgsdEuGw5dwT0PfhTEcACFMyWClSn5/I9YbXzzzTdNoshkkAniiBEjTEX0559/No9ZtGgR+vXrh6VLl5r72Gfzxx9/NPedPXsWJUuWxKpVq5A8eXKTfF65cgXTp09/ZB8X/j5uq0iRImEGGvB2r169TGLLM8T79+8jVizfjrQ8c+YMNm/ebBLjpEmTwursFq8dY7ZbvHaN2W60j73PbvvYbvH+Fxu9kHwWsnjyabH8336+/PJLU+UcPXo0smfPbiqalCpVKvdjUqRIgQsXLpifWflMmzZtmPuYZHI9k09i831EOlcz6R08eLCJoU+fPqYq+umnnyJdunQ+q3xSomQpTUWY2/X0tr3BbvHaMWa7xevtmL1Z+bxxxzvb9nTl09v7+Fkqn08SP64/Di/8Ikzl05M8Xfm043vPm/FarfIJT7+lrN/qruTzv2AT+71790z/TFY82dezS5cuqFixoumb6cLEMlmyB6MeU6dOjXXr1rnvY+WTzexc78Kmhn/74A//hcVKKbfPSis7Zn/22WemOf+HH37w8CsWEbGX4Gs3vbZtJp7e3L5IVKUBR/8BE08O7pk9ezYuXrxokkKuI3b4nzlzJo4ePYpRo0ahUqVKZn316tWxZcsW/Prrrzhx4gR69uyJ8uXLu5PTJ0mfPj1Wr16Nc+fOYe3aByMC+bvZXL9y5UqTiLpiExEREWtz6ApHEhHx48c3ze7ff/89KlSogGXLlpl+l8SR6lOnTjWXuWPC+N5777mb49nvc9KkSeY+VjnZh/NpcfDS8uXLzfZZaSVe/7Zz584mkWUcR44cMY8TERERsRoNOPICJoVsdu/fvz/sxBv9gNi3xg79i+warx1jtlu83oxZfT69v48TF2rr8W0miBeAc6u+wvPFO3il2f3yxmHwBru997wVr9X6fG46chWhppL9z/wcQMEMCWFlqnyKiIiISKSxWP4fNbRr187XIYiIiIgNODw8QN36PT6VfIqIiIj4jsPi2/MCNbuLiIiISKRR5VNERETERxwenhzJBoVPVT5FREREJPKo8ikiIiLiIw6Hhwcc2aD0qcqniIiIiEQaVT5FREREfMShqZZEREREJNI4LL49L1Czu4iIiIhEGiWfIiIiIj6dasnh0f8iYvHixShXrhxy5MiBGjVq4NChQ2b9/v37Ubt2bRQqVAgDBgyA0/nPBeg3bNiAypUro0iRIhg7dmyEX7OSTxEREZFo6Pjx4+jWrRvat2+PlStXIjAwEN27d8ft27fxzjvvIGfOnJg+fbpJSGfMmGGec+nSJbz77ruoWrUqpkyZgjlz5mDdunUR+r1KPkVERER8OdWSw7PL02JSycSzSpUqSJYsGerXr489e/aYRDQkJARdu3ZF+vTp8fHHH2PatGnmObNnz8bzzz+P9957zySrbdq0cd/3tDTgSERERCQaKlOmTJjbR44cwQsvvIC9e/ciT548iBMnjlmfLVs2d3P8vn37THO74/9Zbu7cuTFo0KAI/V4lnyIiIiJRbKqlkJCQMOtjx45tlsdhUzv7bzZt2tQ0x6dNm/afbToc8PPzw9WrV812M2XK5L4vfvz4OHfuXIRiVPIpIuIjrsqB3bZtJ4mLlPX4NuMHPPjqTFSwJGLevOvx7e8+GeTxbfo5gLwvPIe9p4Jw/59xIx6RI+1znt1gdOPwzvZKliyJa9euuVe3bdsW7dq1e+zThg4daiqdderUwZAhQx5KVP39/XHz5k3EiBEjzH2u9RGh5FNEREQkilm5cmWY2/9W9Vy7di0mTZqEX3/9FbFixULChAlx4MCBMI9hIuu6j4OOwq+PCA04EhEREYliUy3Fjx8/zPK45PPEiRNm0NFnn32GzJkzm3W5cuXC1q1bwzyGzfJMPMPft3v3bqRIkSJCr1nJp4iIiEg0dPPmTTOlEuf5rFChgqlicilYsKDp28lplmjEiBF45ZVXTJN72bJl8ddff2HNmjW4c+cORo8ejeLFi0fo96rZXURERMRHHJweycPbe1qrVq3CwYMHzcImd5clS5bg888/NxXRgQMHmsFGEydONPclSZLETMHUqlUrxI0bFwkSJED//v0jFKOSTxEREZFoqHz58mbqpEfhaPdFixZh165dZtqlxIkTu+/jfKCsdh4+fNhUSePFixeh36vkU0RERCSKTbXkCcmTJ0fp0qUfeV+6dOnM8iyUfIqIiIhEsamWrEwDjkREREQk0qjyKSIiIuIjDvfkSJ7anvWp8ikiIiIikUaVTxEREZFoONWSryj5FBGJIubMnoVOHT7CiePHkTPnSxj/08/I/uKLvg7LVt58OT2GNCn40PoPx29C6sRx0ax0RsT1f/DVmThebITcvIv21V40S3i1B6/E2v0XIiXu5Qt/x+DPu+LM3yeRKWsO9P12DDJkzmbuu3zpIhrXKI3Vf64AHEnCPM9134if5yJ12hciJVaxz2h3b1Gzu3jFrp07UaxoITMvWNfOHeF0OmFldovXjjHbLV67xXz40CG0btEMfb7oj1OnTiFz1qx4t3ULWJ3V9vHMDSeQ/aM57qVAl3m4GHwLxy9cx2sF0qDWoJWo8eUK89iur+c0/w6bvy/Mc8r3WYILQTex8/iVSIn5xLHD6NWpDdp26ol5a/cifYZM6NOlnTu5/LD5m/j75PGHnvdv9/mS1Y4J8Twln+Jxt27dQu2a1ZE/fwFs2rQJe/fsxsTx42BVdovXjjHbLV47xrx37x6TeL5R501zneVWrd/Ftq1bYGVW3Md37jkRdOOOe3mjaHrM2/o38gYmxtJdZ3HobAiOX7hmHps+2YOJtW/dvR/mOU1LZ8SopYcQfPNupMR85OB+tOvUExWr1ULS5M/jjbeaY++u7ea+bu83w6uv1Xnk8/7tPl+x4jERaaVPhwcXi1PyKR63YP48BF29igFfDUamTJnQq09fjBs7BlZlt3jtGLPd4rVjzFWqVkPzlq3ct/fv24fMmbPAyqy+j/1j+qFF2Uz4dv4+7Ps7CK/mTY30yeIiSfzY5v41+84/9JwUCQNQOW9qjFl2MNLiLFnuVdRq0Mx9+9jhA0gfmMn8/Em/b1G/2TuPfN6/3ecrVj8mxDPU51M8bsf2bShcpKi55ivlyp3bnL1ald3itWPMdovXrjG73L59G98MGYT3P/gYVmb1fVyzcDpsOXIZJy9eN8ux89ew7vNX3fePWHLgoec0LpkBv208geu37sEX7ty+jZ9GD0PD5u+Z22nSBT72sf92n69Y/ZjwBoemWhL574KCghAYmMF92+FwIEaMGLh8+TKsyG7x2jFmu8Vr15hdevTogXhx46FZc2v3+bT6Pm5UMgMm/HnY/Fw1f2qkSRIHJXsuQpHu8826r97KH+bxfg6gQXE+5wh85YchfREnTjy8XrcJ7Mjqx4R4hpJP8biYMWMitr9/mHX+AQG4fv06rMhu8doxZrvFa9eYafmypfjuu+8wbuJkxIoVC1Zm5X0cmDweApPHx8rd58ztWoXTY8KKwzh4JhiXr9026yrlSY3n4vyzj4tlS47LIbdw4HSwT2LesGYFpk4cjS++GW35v70djwmvTrXk8OxidUo+xeMSJ0mCC+fD9oUKCQ5G7NgP+klZjd3itWPMdovXrjEfPXIETd6qb5LPF3PkgNVZeR9XL5AWi3ecxt37TndVM2mCgIceF4N3hHoOByf5wqkTR9H9/ebo3OsrZMySHXZl5WPCWxzRb7yRkk9f2bt3L6pVq4bChQujb9++ePXVVzFx4kQsXrwYlSpVQt68edGkSROcPXvWPL5s2bL47LPPUKBAAfTv3x8tWrRAkSJFsH37gxGNK1euRPXq1VGwYEF0797d9PnylYIFC2H9+rVhvhA5gjFJkrDzy1mF3eK1Y8x2i9eOMd+4cQO1Xq+GatVroGbNmggJCTGLlaepsfI+LpMzRZg5OtcfvIi3SgSiUYkMqFkonVm3+fAldxXU9Zw1kTSvZ2g3b97Ah83rolSFKihTqRquXwsxi5X/9nY8JsRzlHz6SM+ePVG1alVMmDAB06ZNwxdffIHXXnsNH330EVq3bo2FCxciadKk+P77793PuXbtGjp16oSxY8eiXr16yJ49O1avXo1jx46hTZs2aNy4sdkWE9LRo0f77LUVL1ESwUFBmDBurLk9sH9flC1X3vTbsSK7xWvHmO0Wrx1jXrxoIfbs3o0fx4xCggQJkDzxg+X4sWOIzvs4fkDMCC9JE8RG/gyJsfvkVfe6KWuO4Y8tf+PjqtnRp25us+3Pft3mvv/FNM+Zke4HTgc90+8MvbCYGpFl/Z9LcfjAXsz8ZTxKvJTGvZw9ddz9GJdHPd+sf8x9T7NE5/edRziiX+nT4bTjqVEUkCdPHvz222/IkCED6tati0aNGpmK59WrV80Xx44dO0wCyWrG+PHjTeWTCau/vz8+/vhjk3R26dIFadKkMX1kli5diqlTp5pt//zzz5g+fbpJRH1l9uzZqF+/PuLEiQM/Pz8sX74cOSzcDGi3eO0Ys93itWvMdqN9LNH9mDh47jr+37vDI3hCkPn5B7MFWJWmWvKR9OnTY+vWreYKDkePHkXmzJlNE8mgQYNMIpkxY0bEixcP9+/fdz+HiWfof13OnDmDPXv2mCZ3unfvnnuaiojw5HzIFau8hl37DmHXts3IW7CoqeJG0nzL0SJeO8Zst3jtGjMFxPTs+9nO+zh3h9nwtHj+MbFlQBXk6/wHrt3y/I7+9aPSHt8mE5Lc6Z/D9uNBHk10KHua52x1TPD9YSWOaDjVksX+BNEDk0wmm59//jk+/fRTNGzY0DShz5gxwySkTD6ZeE6aNAnz5z+Y0uPfpEyZEmXKlEHnzp3NbSasrJj6GuMKTFvVNl+CdovXjjHbLV67xmw33tzHvPa6tzDx9Mb2PZ0cht+2N7fvKXrfRW1KPn3g8OHD5rJhbB5nE3uqVKncfTqZmLLpnfezv2dg4JMnAXb1HWXfzyxZsmDUqFHYvHmzSWZFRETEwhwerlbaoPSp5NMH2M+TzQjs5xkcHGz6bL7++utmMBH7tlSpUgVZs2Y1fUEnT55sRvo9qQl/wIABZhT8iRMnkDt3bgwePDjSXo+IiIhYI1d0wPo04MgHODCIzelsdg8ICMC+ffvQqlUrrFmzBvHjx/dZXN5o3rBT3zM7xmvHmO0Wrx1jtlu83ow5Y1vPtwBxRPr+Ia8h64ezvdLsPrdLea/0+cz7wnPYeszzfT5zpPVsn09vHxNW6/N5+PwNeDIT4yTzGZPHgZVZ7E8QPRQtWhRz584183yyqpk6dWq0b9/ep4mniIiI+IDD4tvzAiWfPpAuXTozfZKIiIhIdKPkU0RERMRHHB4uVdqg8KkrHImIiIhI5FHlU0RERMRHHA5rb88blHyKiIiI+IjD4tvzBjW7i4iIiEikUeVTRERExFccFt+eF6jyKSIiIiKRRpVPERERER9xaKolERERERHvUeVTRERExEcc7v95cHsWp+RTRERExEccFt+eN6jZXUREREQijSqfIiIiIlHlCkewPlU+RURERCTSqPIpIiJR1uX1Sz2+zbvxAgC8hiubViL42k2Pbz9H2lrwluxpnvPatiUq1yo9S8mniIiIiI841OwuIiIiIuI9qnyKiIiI+IjD4tvzBlU+RURERCTSqPIpIiIi4iMO9fkUEREREfEeVT5FREREfMTh4VqlHSqfSj5FREREfMWBaEfN7iIiIiISaVT5FBEREfERh8W35w2qfIqIiIhIpFHlU0RERMRHHJpqScQzdu3ciWJFCyFx4sTo2rkjnE4nrMxu8doxZrvFa8eY7RavVWNu9FpRbJraDadXDsT4fk2RNFG8MOsPzOtjbidJGPeJz7GCCxcuIHuWDDh69CjswIrHhHiWkk/xuFu3bqF2zerIn78ANm3ahL17dmPi+HGwKrvFa8eY7RavHWO2W7xWjblMkWwY1OkNdPpqBgq/2Q8J4gVgyqCWYdaXbjrIPHZc36b/+hyrJJ61alTDMZsknlY8JiJjqiWHh/+zOiWf4nEL5s9D0NWrGPDVYGTKlAm9+vTFuLFjYFV2i9eOMdstXjvGbLd4rRpzw2qF8dOc9Vi6fi9OnLmMbkN+Q7H8mdGmfmn3+lNnr5jHFs2TEYmfi/vY5/A+X2vcsB7q1msAu7DiMeF1Di8sFqfkUzxux/ZtKFykKOLGffDBmyt3bnP2alV2i9eOMdstXjvGbLd4rRpz0kTxceL0Jffte/fum38TxPUPs959//37j30O7/O14T+Mwnvt3oddWPGYEM9T8ikeFxQUhMDADO7bDocDMWLEwOXLl2FFdovXjjHbLV47xmy3eK0a89Y9J1C55EsmFndfzp1HsXbr4TDr6a/dxxEUcvOxz+F9vhaY4Z/9awdWPCa8zRH9Cp8a7f5fzZgxAzNnzsTEiRN9HYplxIwZE05//zDr/AMCcP36ddOB3GrsFq8dY7ZbvHaM2W7xWjXmIROWoESBzFj7c2fcvHUHRXJnwNufjMcfK3a619+5c9c8dsz0Vf/6HIkax4R4ni0rn2XLlsX69es9us1s2bLh5MmTEX5etWrV8MMPP8DXGDtfgxUkTpIEF86fD7MuJDgYsWPHhhXZLV47xmy3eO0Ys93itWrMV0NuoHzzIWjQcTS27z+FvYfPYMq8TWHW7zp42jx2+qIt//ociRrHhLc5HJ5frM6WyaeV8A0RL551ptSwgoIFC2H9+rXu20ePHDEjGJMkSQIrslu8dozZbvHaMWa7xWv1mE+fv4oaZfPgs6Gzcf++M8z6KqVymZ9Dr/+350jUOCYkiiSf27dvR506dVCgQAG0bdsWwcHBphm7UaNG+PXXX/HKK6+YZeHChebxzZs3N9W9U6dOoXHjxubnkSNHure3cuVKVK9eHQULFkT37t1x+/btMNXSNWvWYNCgQShWrBgOHDhg1r/66qvuimG5cuXMz7///rv7eYyjdOnSyJcvn4nx2rVrYV6DK97Qhg4dii5dumDYsGEmFv7uzZs3m/u4/T59+pjtsWJaq1YtlCxZ0rwm+u2331CxYkUUKVIEgwcPds9vxu0NGTIEvXr1Ms9lxfXw4cPmvly5cpnYXdvnsnXrVvhK8RIlERwUhAnjxprbA/v3Rdly5U2/HSuyW7x2jNlu8doxZrvFa/WY29Qrhf1Hz2LO8u0PrT947FyEniNR45jwHoeHp1myfunT4fTR7K3sVFyhQgW89dZbJgFjspgmTRqTiA4YMMAkVJ9++immTp2KuXPnYvny5abPx927d/Haa6+hR48e5rEBAQGm+njs2DFUrVrVrC9UqBDatWuHypUro02bNub3MQFMnjw50qdPb35fnjx5zGi6kJAQ3L9/3zxn1qxZSJ06NeLEiYNYsWKZBLVGjRomweWUDx07dkSpUqXQsmXLf+3zyeRz8uTJ5rHvvfcevvnmG5w+fRqTJk0yiWGLFi1MzKNGjcJPP/2Ezp07m8elSpUKzZo1w7fffmvi4O/p0KGDiYHJ54oVK/DGG2+gbt266NatG1KmTImBAweapJ3JKx+3ceNGEwOrsRF9s9580I3JI+bOmY0mb9U3+9LPzw8LFi/HizlywKrsFq8dY7ZbvHaM2W7xRkbM6Ut3iPBzEiaIg/W/dEG99qOxde+Jh9a/3X08fhvWBhkrdkfI9Vv/+pxncXz5V/C0OLEcOHLkCFKmDYTVefuYCLDYaJfL1+95fJuJ41o8WXf6yKxZs5zFihVz3r9/39xesWKFs2jRos7p06c7c+XK5bxw4YJZf/jwYWfWrFnDPLdMmTLOdevWhVk3fPhw5xtvvOG+PXnyZGft2rXDPOftt99+bDz8HSdOnAiz7ubNm86LFy86Q0JCnGvWrHHWrVvX2bVr1zCPYbxvvfVWmHXffvuteW23bt0yt//880/z+12/5+DBg+Z5derUMev4fN7u3r2784MPPnBv58svv3S+//775ufOnTs7a9as6b7vl19+CfN7GXv4/eRrp0+fds6dO9f9t7Q6u8Vrx5jtFq8dY7ZbvHaNWbwrOh0Tl67d9fhidT7L/8+cOYNLly6ZiiOx+sgmbfbtYJUxadKkZj0rkE+7vT179phmbrp37557njCX8M3jT3Lz5k1TfeVVFrJnz27OwBjn08ibN6+7g3T41+D//5F8rn9DvwYOpHK9hjt37oQZROTaV4/apid4svJJiZKlNNVobtfT2/YGu8Vrx5jtFq8dY7ZbvN6O+Vkqn08SP64/Di/8Ikzl05O8Ufl0Vfx0TFiv8hkd+exPwCbjnDlz4uuvvza32frPJvCdO3cifvz4//pczvsVvrcAt1emTBnThE1MEm/cuBHmMSzhR2SbEyZMME3aq1atMskem7iZMD+NJ72GR+FrYJN606YPLtnGLgahk91/2yYTY+JrCD0PnYhIdBZ8zXtzbTLx9Ob2RaIqnw044iAe9oPkoCP221ywYIHpC/k02G9z9erVOHfuHNaufTAqjmdIrFCy7ycrjuyD2bVr16eOh9vkgKWzZ8+6+02yEstkjgnnnDlz8PPPPz+UoHrS66+/jqVLl5pr8XKuMybmHGT0NNiflcn1smXLTP9PXw44EhERkafj0FRLkee5557D8OHDMXbsWJQvXx7z58/H999//1SDZDp16mQGILHSycE9ruSRA5X69+9vRovv27fPjBZ/Wj179jSxcNT4L7/8YtY1adLEjJjniHgOLOJgHzbtewub2zlQiq+Pg6XY7M4BVE+DldnevXvjs88+M/EuWbLEa3GKiIiI2G60u1iPN/oC2amPkR3jtWPMdovXjjHbLV5vxpy4UFuPbzNBvACcW/UVni/ewSvN7pc3DoM32O248Fa8VuvzefXG040liYiEcaw9jbvF/gQiIiIi0YfDBs3knmbt1FhEREREohRVPkVERER8xIHoR5VPEREREYk0qnyKiIiI+IoD0Y6STxEREREfcUTD7FPN7iIiIiISaVT5FBEREfERR/QrfKryKSIiIiKRR5VPERERER9xIPpR5VNEREREIo2STxERERFflj4dHl4iYP/+/ahduzYKFSqEAQMGwOl0wtuUfIqIiIj4cKolh4f/e1q3b9/GO++8g5w5c2L69Ok4dOgQZsyYAW9T8ikiIiISDa1cuRIhISHo2rUr0qdPj48//hjTpk3z+u/VgCMRERGRaDjV0t69e5EnTx7EiRPH3M6WLZupfnqbkk8REYmyEsQL8Pg248f1D/OviBWFhISEuR07dmyzhH9M2rRp3bcdDgf8/Pxw9epVJEyY0GuxKfkUt4CY9tqut9gtXjvGbLd47Riz3eL1VsznVn0Fbzm88AvYjd2OC7vFa5XXeO3aNbz88sumT6dL27Zt0a5duzCPixEjxkMJqb+/P27evKnkU0RERESeTqxYsbB27dow68InmcQE88CBAw8lrny+Nyn5FBEREYlCYj+iif1RcuXKhalTp7pvnzhxwlRLvVn1JI12FxEREYmGChUqZPp9cpolGjFiBF555RXTHO9NDmdkzCYqIiIiIpazZMkStG/f3vT15GCjiRMnInPmzF79nUo+RURERKKx8+fPY9euXWbapcSJE3v99yn5FBEREZFIoz6fIiIiIhJplHyKiIiISKRR8ikiIiIikUbJp4iIiIhEGiWfIiIiIhJplHyKJWkSBs+KSvvz/v37tnltVo4ttHv37tkuZhFP0TEf+ZR8iiXcvXv3kR8G4RMNq31R2+GDi/vW4XDYJt4nvRZOgkyXL182//K1WeU4CX9suPa7VeJ7HNfVTIKCgkzMdjlGwu9vskrsVo5NwnId84/6m4l3KPkUn+MXc8yYMc2/3bt3xyeffIJ+/frh4sWLJtGw2he364t65MiR5t/QiZ2V9y3360cffYQFCxbY8kuQMbtey1tvvYX33nsP77zzjrnPCscJfz+PDf7LY+O7777D0qVLzaXrrBDfk/z8889o2LAhrl+/bulj2oWJguu9uH37dmzduvWhEy0rxLZp0ybs3r0bV69etURs4f311184dOgQTp8+bW7b8bPhWfEzkROrU6NGjczfSSJHzEj6PSKP5apkvf322+YDO3/+/Ni3bx/Kly+PhQsXInny5OaL2/U4K7h27Zq5BBkvR9akSRNYFfcZv0xq1aqFJEmSIEeOHChYsKD7TN+KX4aPEvrv/+OPP5ok9LXXXsP48eNRu3Ztc11iV4Lnq+PEta/r1q2LOHHiIFasWNixYwemTJmCwYMHI168eJba5+H31YsvvogXXngBhw8fxksvvWS591x4ruSuXbt22LlzJ9KnT4/PPvsMmTJlMut9Gb8rtrZt22Lbtm0mph49eiBhwoRmvVWOA+67/fv3m3hTpUplTurKlCmD6CJZsmTm/ZoyZUpz7OfKlcvXIUUb1v1kkWglODgYt2/fRs+ePU1FKyAgAM8//7ypFly6dMnnX4Lhq1aMr1mzZqZiwLitXC1gVYjJEJO2Dh06mMrnwIEDTWXuwoULsAPX3//LL780lZrGjRubhPqXX34xiSh/dj3OlxVGfpEzhgkTJmDMmDHm+OWJCrsIWK2i6NqnZ8+eNf/mzJnTVOx4nIS+38p++ukn8x6cNGmSORHhZQH5N7hz5477ZMCXleRjx45hxowZZp/y5IOxskXHCl0b/vzzT3OiwfcQPwuuXLliTpL4WRxdfPjhh+aY+fvvv/H++++bdfw8F++z/qeLREnhP3hv3bqFAwcOmESJCQarBWy6nDZtGvr06QNfc30Rz54923xZs1JQqlQprFy5EosWLbJMUvGofkustmzZsgXt27fHxx9/bL5s+Jj58+dj7dq1sMuxcvDgQZw5cwbr1683fROJSfXo0aPNyUCFChUiPWkKfxxzv+7du9dUPPv3729OnHj8jh071hzLVuM6IZk1a5ap1Pbq1QsnT57E77//Dju4ceMGMmfObE5Ahg8fbroNfPrpp6YJlQloZL4vwx8LPEZ5As1jk8kdY+LJNRMeHhe+/sxgssluCky++Dl27tw59O7dG6NGjTKfv1GZ6wS1Tp06CAwMNAUPHjsbN25E7NixzfuYn/PHjx/3dahRlpJPiXSh+2XxC4LVITZ/sJrFLw5+Ef7666+mGYT3sTnQV0J/oTCBYxPq66+/jpkzZ5pmbDalscmXZ86+5KpWcL+6+h0uW7bM7F9+uDKRjxs3LrJmzYo5c+aga9euSJo0qfkCsipXEu06VphksM/qyy+/jO+//94ko5QgQQL88MMPSJcuHU6cOBFp8YXvX8iKSbZs2cxJCRO6JUuWmK4ZGTJkMNU4HuNWw/dW2bJl8cUXX5hjgidSlSpVMokIWamf6qMGgzB+9qtlUrd48WIMGjTI3Q+YSXRk4d/edSywjy/xOFi9erU54Vu+fLlJQJng8HGshvsKj0t+XrGJmSdvLVq0MJ8P3HfsHsCTOybMUXlgq+sEdejQoeY9yuSzdevWpjVr8+bN5jOUn/W8T5VQ71CfT/HZoBG+2Zkc8c3N5KFKlSqmGZgdwNmcdvPmTfNBOXnyZJ/EyuoEE0xi8pAvXz7zYcQm1blz55rmNPYzY/LDL7rUqVOHGWgQWVhh6dixo0nKmjZtatbxy4Rn8a7+WyVLlkTx4sVNs99vv/1mkjR2rmfybEWhB++wiwC/NHistGnTxiSg48aNM4PSOGCAyd1zzz1nmrkjq5oUeiAXT5jYpM4kn013r776qqmY5MmTxww24bHBqj77UfoSj92KFSsiRYoU+Pzzz1G1alVzzHDh8cGTEiZJbI7lMV20aFGfnviFFvp9xeSICV7evHnNMc33Iu+PHz++eW38/ODgGVZyIwM/n1jhZB91JvCFCxc2/ZGzZ8+OVatWmS4XbHLn5wP7ph45csRnSf1XX31lqvA84XjllVdMrEze2W+aP7M15NSpU+bYjmpCv2f79u1rTr55ssj+nq7+r/z84AkC98+KFStMYYGVUPE8h9PXHU8kWmrVqpU5+2zQoIH54mCS5KqCrlu3zlTt+KHAD3F+QEQ2Vjb/+OMPDBgwwDRXs6rGRM31Bci+XPwSYRcBJnT8ImRztq+SZMbLxIEJRb169UwViE2nX3/9tXvgBRMkJvNM9Dm4gK/LKsnFo/CjqX79+iYR4kApNmXzJODbb781JwVsMubANCanrJL7Kr5EiRKZ/pKszFauXNncx+oJmzLZfMn7eaLl633NiiCTHybrTIh5fLPy5UrseBLIhd0Y+MXL9x0H8LBibhVMEJjIMyYmCBzQQ0zwWG0mdt1h9wGezEYGVs/YHYcnQIyDCZyr6Zb7lSeHPEliNZl9LFmljazYQmOLEv+u1atXN91t+HnAk2f+u2HDBvM5cf78eVOp5edIVBJ68FnLli1N5ZctEezuxaZ3Jt8u3DdsEeJ7mvtHvITJp0hkunXrlvPtt992btu2zb3u6tWrzjfeeMO5fft2n8bmcufOHWe9evWcpUuXdpYpU8YZEhLiXh9aUFCQc+bMmc6mTZs6Fy1a5KNonc6LFy86f/rpJ2eDBg2cs2fPdu7Zs8dZsmRJ57Rp05zLly8P89ibN286r1275rSae/fuhbl95swZ51tvveW8cuWKe90nn3xi/iY3btwwr7Fv377OU6dO+SBap/PYsWPO+vXrO4ODg93rzp075/z444+d58+fdx/rXKyyX3lM5MqVy7l3715z++7du498Do/lDz/80Hn9+nWnVcyfP99ZpUoVs295vHO/8nPj4MGD5v4lS5Y4586d6/4MuX//vlfjCb39ihUrOnPnzm1+/6OsX7/e+dtvvzl37twZKbGFN3bsWGeJEiWcBQsWdA4cONCs43una9euJq7Lly87jx496jx+/LhP4ossCxcudH7wwQfmPXvy5Enzmcn38PTp030dWrQT9WrrYjnhm6Jdg4vYJJk7d26zjlUDVrM4EttX012EPjtm8wynUWJVsVixYmZgA/tBhW+OYlWOVQxWkVz95Hyxb7nv2KTK18BmQFaNWdXi/mTlhdWZtGnTmmlF2MxqJawcc/+Gb5Zmvzj2s2V1k02CxME7rMqwS0GJEiVMlYZ/p8gQfuoeVj5ZieVxXLp0abOO3QPY5M4R+fx7WKHJzhUzK908XvmeYyWWleOMGTOa+3ics5ma9xP707I5llUxHkeRifvwUc2+PB447RorVq6/BSuOQ4YMMdVGVkIjk6uLB1tHWInlVHF8nzF2xsL9yf3KFh3X8esL7MvJvyX71LOazf69rMZ36tTJ3McWEr6H2F0k/GuLClzTWnE2BHbRYOsa16VJkwblypUzfx+2HLHqz1YjiRwacCSRkhzxzc6mHSYa/IJjszvn8GQzsAvXu+bBi0zsW8rEkV9mrkENTCaJMTJ5YzMem2r4OvjFx/UuTEDYxFqgQIFI/5J27Vt+cDJJYDeGatWqmZi4P9n3k90BmHSyTyL7plkJ9yUTCCaTLnw9XJgY1axZ0/RFdI065d+Hx4jrZCayEk/+XtfUPRwFy6SCTf1MMthNhF0wiN0Z2L/PCldKCd+vkM2tbHplgsRuIhxc4RqUw+SEXTT4RUxMUDnggv3iIhN/PxMCnnSE7xHGJlAe1zxWXAk1+6XypOpRA3i8lUCF368cgDh16lR88MEHZh9zuiL2m+VrYfch9sdmH9XQz4vM5I4nx/x93HdsSma/VPZlZL9pdlVgNwx2K4pqwg9Y5N+G/Vz5ec9jm38PnqSzqwwLDPwuik7TTPma+nyK17iqE/yXCRE/jDnQhX30ChUqZAbu8MOZIyxZ+eQXIKt2rkmiI8uwYcNMgsYPJJ4Nh67QMrnhmTL7y3EwAyeUZ39PDnbh3ILs5xd+cFJkns1z3zI2VqhYfWFVg4kZz/D55cL73nzzTVgZvwxYVeZrYRLHv7/r2GGSz+STj+GALyYZTFb5t+IAjsje1+wbxi81xst9zYotj2cmnfwiY8ycUonHky+/0EO3NrCvLJNIxhz6GOWUP6zaMoHm7BJ8H3DQjK+tWbPGJAku3O/8G3Bfs8rJE9jmzZujSJEi5iSRUyzxs4Tvz8jEvz+r71xCJ5OMh0l+lixZTD9sHh++6OPJzyeeqHHgk6syy771HJTIRJRXk+Ok8iwERDWu499VKOCJOfcD3wfffPMNjh49amZ14PcSsfjAVgpWhCVyKPkUr+MAAI6w5Bk3zy450pYfyJyKhAMy+OHARIIVD1cyF5k4MpZT9zAWTofCSoor+WHCzOYzVi5Y2SA2A/O1sPk3dGXXF01VbD7l72WCyeSCX9qupJkzBjCpYHPbG2+8AavjpNwcwMXmsdBdL1jp4gAejnLmccL5EvlFEhlC/10ZH6fO4YT2TJBY7ebgLd7PKYq4jscOv9AjK74n4eh7Jho8hnlixZMRVj1deIywgs73HUeOW+XKO9SlSxdT2WRl0YUj2Zlw8iSVA7h4MtutWzf3QC9vCr1vOJcrBxHxs8z1tw7dLYPHBlsjmMzwimKRvV/5d2ZVmydAnBuX+4gnSJxWiScYfA/xNTAp82WXAG/i34PvVR77HAjGk1q+dg5iZXWaM6uw4um6QIVEMl93OpWorWPHjs5XX33V+dlnn7nXsYN79uzZzWAYq+Dglu7duzurV6/uPHHiRJjBGK5/OcDh9OnT7vt93Smfg26aNWvm3LFjh3tgCQdGceDW2rVrzc+//vqrO16r4yCSr776ygzeCD0YzYWvz1f7fOTIkc7GjRs7J02aZG5funTJxFq+fHn3/r99+/ZjB/BEhvD7hoOGKleubAbo7Nq1y1m1alVzbDxusBmf7+tjOvwgGX5OzJs376H7OMho3759ziNHjpjbkRn3L7/84vzuu+/M8cD34L8NmnOJzPhcf2v+nZctW+asW7eu8/XXX3f++eefZpANBx7169fPPRDOSn9zT+LxzwGYrs93vhdatGhh3qf8u3366afObt26hRkwKJFHfT7Fo0L3a2LVkAMxeNYfevLvGjVqmPnm2OzDOSetgE12nMaFczO+++67Jl5WNEM337BZhk2rrG5RZFeIQjdS8GdWWVjdYHcF4m32N2SFi82p/Jln9a54fS18/OGxSZhNg7xSEfuisWIeuu8WX19k7fPQ8fFY4H7mNDlsriNeFYZ9Jln9Zsxbt241FZbInuOVXJNgh983rOywuZUDdFxXhWLFnlewYdN1eHy+r6qej5r3ks3D7GvN7gHz5s0LcwUvVrF4wQT2Y6bIjJv7kt1a2D/QNZeo63h53NW1Iis+dklh33pOmcS/PVsM+HnAyjAHF/EYZnM8u1q4BsNZpdLtqQnkXXi8u/qKc3Ad/0Y8/jlokfuBxxXnDOb8sBL5lHyKR9/8rkEZ7APJpmr2deIoWyYS7K/lwi9t9r3x1cj20MmF64uPCSjnDWSzJCczD52A+vo61+GvCsV56PjlwSZeNp+5vpwpdALk67hDc8XPbguun9mEym4CLkzq2J+PI8XZ7MqBJ5Gd0IW/chGbLvlFxS9wzgHoGozGZJnNl0xCGbcvMFZ2q2DfwvDHNgeXMEFi0zsn4GdXFw7aYZOwL5Lkx2GMruOUnxuhsTsJE1AmCZy5gX+XyDymHzVwjE227CLE/sfssx766ka+xK4I/Bxg0s7+3pzgnif37BrAUe4cMMn9yFjZ1B6VetyFvngJj3XO1sCuJDxB4Qk43x/s+sX3Kee65UkD379WvOpYdKGplsTjb35eIYJnk/xSYT9J1zW32Z+PfRFZWSR2+LbC1E+hvzhcCSgHXzB2Jsy+nmg49L5ldZaDi5h8srM8r0zDQTr84uHCkav80mHyTFb4UgxfmWHVmwO2WPlmZTz8YAxXAsrXySoF+1oy0Y6M1xJ6XzP5ZfWEySf7HfIkiidM/IJnPOw/xgEM7HfrqySfcXI0deiZFlyDo1jx4sA+VsY5UI79J5k4X7x40TInJUyOOKCPU9ywXyIH6bj6MbtwpgbGy/cjE7/IGrwT+nOCSSaPC8bFvrE8Fph8cnAZH8O+g76cVovHgGuqN56Msj8s3zdMvtivk0k9P4f52esaVGm1zwZPTM3F6aN4vHPhccM+4ky6+f7lYzilEj87OcBVfEsDjsSjeI1cfmhzBCUTODbvcVQoP7B51R0mHOz0zqtM+ELoQQH9+/c3H8BMlPnlHLr5hR/kTJY5wIGX0WTS7OsPa1awWGVhcu+6agqvsMMvFFYTOV8fE2UmpJE9Y0BEsBLDfcrKBAdEPWoOTeKXBI+lyJ7uh3j88ndzX7ICztHrTJxZMWHMHEHOY8Z1+VIr4HyTnF7LdeJBHGzEfc3BUKzysCLEpNoXo68fhbMWcGQ4T1SZzPEz4nGJMZMpJhMcqBiZeMLH7hZMWHhJWk7Z07t3b3Mfq7L8jOOxwKZsX3xGcDYIJuUcNMmR9tyXnE6Lnwn8vOWgJ/7MZnfXXKhWGlj2X4TuFsXBoky8mYjzpIZN63y9fO0cdMWuM3wc/3ZsFRDfUuVTPHoGyqoKv/x4xs1mDX4Z8hJ9bPJjpYhf3qzO+Yrri43NqJwyickFm/P4M6/R7Zpkm/Nhst8hEyCOIrfCvmXiyS851yTxHGXL/rP8IGU3Bo6qtQP2meMXIqdPcl1owFU14mt0/RyZ056E/jJmEsRpfXjcshLHY4VzjrrmwGRTO5MmX18uM/zxwROOESNGmJMoNsUT34esGDJm1zXG+f7zZfLBBMDVv5TVKTYRc+5UnriyC8bjJrXniRZFZuycAYNJC2dg4H7l5wS7uvBklIkdL7nL44SfF77an+zbycvP8vOAl57lZwJnZWDLEj/TWPlj0s7qrGvfRYXEk1wzjfDvwwsN8D3K9wBbVjhvLU9meLLg6mYQ+kIK4lvWaHsRWwrfH4rNGqyusKLFqiKbTfnBzC88fmBzYmNWLXzdjM0mKFaz2ITKuNgMxY7p/KAOPVk1m+Aj87ryoRshHrVvmTyEnpSfyQb7IboGwVhV6NfFxJPNv2wW45chK0ccrOMaLMDBMJF1pShWrPhlTaG/jPkFxWSIJyV9+/bFnj17zLHCpld2w2CiwaZhDj6zCh4fnEKGffo45yUTOhfXNEu8gpTrxM8XyYdrYFTogWO8jjyTOsbNfnlM6jlQitgc75oEP7TIjJ0nn1wYI0+KeDLCCzew6wWrbMRKmq/6rrs+BzgdGVtq2J+XySYHGbI7DmPkySrfa1a48IE3PlPYAsSqPz/L+X3DAgjftzymmJDz78WTCFcxRKxByac8c/XC1dzhmuOQXF/mHGDEM082mfIDm/POcSS5L4TvWcKqFisYrBiwOZWYTPCSn7xcI+f99AXXlyrnPXWd0bPrgusLuE6dOuZnJvH/NkrYSkIP3uGXHycGZ8WIOnfubBJRdsvgFWJYrWDS5EpSvO3UqVMP9f1i5YRJBrs2cD+zjySTOSZtTPJd/eVco5x94XFJhKsfKr90OX8n46ZHXaoysrkuNMGuIaHfj4yX70FWZlm957HPhaO1eaLF7jnsYhIZvcMetV/5mcU+yOwr6MJLfHLOTKv0G+SIf75v2BWEyRe7CTBx5/7kZzPfZzyu+ZkSFSqe4QcEsl84+zaz+wH7PrPqzyZ3JqTsv88KML+DxFrU51MizNU/j4cOK2+8zcohR1myPxmrh5zUnFekYXWIXzjsrxWZVwB63OAiV+xMPFiZ5cAWJhhcx4SDTexspmRS5AtMgNkUyX3JvnqsVjEBJVYEOWKT/VD55cKzelaLfHFVqIhe4YrJPZtTWUHiPg8dL09YePywYsMqBpsQI/vKRRw4EvpKUEzyWZVjTGz+Z7WTSRKPY19+kYU+njndD28zNldXDGLyzuZG9q1l/2pOBWUFrDSHP07DN6GzPy371vK44ahkVsbZbOptofscs/mWxypbbNiVhdVu9vXkiRP7yrKrCCvhfC9a6bKUrPixXzi7WvAzja1PrNpyACJP7Hw5IMob71n2y+bfjN2O+JnN7xyeEPBvw0Scnyv8m/FkTKxHyac8Ex42TJR4xs1RqhzYwC86Xn6QlS02S/GLmgkem6UiK6F43BcbO+SzIz77avH652z6Z5MUR62y8sbEjv2GOBKbVQ1f9IlzjdrkdD6sFLOfFqtvrNC6kg5+mTBWJvT84sufP7/pj2hlrGrxS4Ej25nA8ZJ/PEnhl6QLKzOuy1ZGNjb7Mzlmn0L273ThIAV2z+CxzJMoDi6ySgWF/SOZzPEYYX82vvdCVziZgLLbABNTfgFbCU8w+Hfmv6Gr967kj4kD+34yWWJ/YG+/F0Mnnvw8YBMtm2f52cVR+JxKiyciTIr5HmU8rC5aZdBWaGx2ZzMzr3TGRJ9VT34OW6l/sif+Tqxq8uSEFU+egPMknd8zTEBZqebgKp4w8HM+si7DKxEUiRPai82FvhJG7969nUWKFHG+88477qu67N2715knTx7noEGD3I+zwtUjeCWLatWqmSvSdOrUyVw1hVdIuXDhgrN9+/bOSpUqOfPnz+/8448/fL5v79y546xdu7azZs2aznLlypkrqfDKPy5Xrlxx2gmvBMSrRvHKKrzSDo+XVq1aOZs0aeKTq9M8Cq94snz5cmeVKlWcgwcPdlrd5s2bnTVq1HAGBQWZ44H7j//Onz8/zONc+9WX+/dRV/xZtWqVM2/evM4hQ4aEedzj4oys+H/66Sdno0aNnJcvX3b+/fffzsWLFzsLFCjgnDBhgvu9eerUKXMcR2Zcz3IFJl7VqEyZMs7t27c77S78MTR+/HhnmzZtnFu2bDF/g/3795vX+8knn5j7eYW09957z7J/H3lAyaf8KyZpbdu2DbOOb+pNmzaZy8vxjR4aPwiyZcvm/PLLLyM50rDxhf7gatmypUkuaOjQoSZB3rlzp0mMeJm13bt3O/fs2fPQcyMLv9RcmER8//337iSjbNmyzmHDhrmTzr59+zoXLFjgtMsXBb/ImSgxge7cubOzQ4cOzq1bt5rXxeR6w4YNPosv9N+afwMeI7wEX+gE1JeXy/y3ywaWLl06zHHDy5HyZJCXVrQC16UbH7cPN27caN6Hoff14y5N6S2h41qzZo2zTp06zmLFipmk3nX/rFmzzMng4cOHnXZx9epVk3TyUsB2dvz4cXNZzND4ecHP88KFCztXrFhh1vF9wM/whg0bOj/66COzzi6XFI7ONOBI/hX76PGKP6GxCYz9OTmfGn9mPyMXNkuySbhmzZo+iDZsUzv767GphqM+2UTJQQO8tByb0NjUyqZtNlWySYr9J32B8bkmNWc8HHHP7gHEJnV2CeCcdWxm4v5mnzgr9u8MfYUrV7MvB42wvyT7pHL0+F9//WVG5HJkMLsMcARuZM7h+b/2zgXW6/n/428/JLmkFJPuNdFqiVEuZYlqLWKUS4xoGW0iEiK5JY2WsWnSRc0qlNp0UW4VXcwlaWgMa5qJTBS5/v97vLf38TnfTsdJ+X4/p/N4bGff7/me7znncz7nc3m+X6/n6/XKbl/qeJDgf8D2kKakEp9qWSj1JKCKimA4LkgtZgvP6MxAlwlsJaWGcxAbQLoupClhWfBSch5idcGjB8WeXJT+txyXTGOj+AmbAqMY03ZzPaNAsdTHwe6AxYVzLE/dGHYX9jktk7AgZSHNjo0Hyw7/J85hzl0+59zFC48tKS8jhWXX6PmUCqFoCM9VqupFHOGbpPdlVuThz0IgNWvWLAqkUpIVnvh/8G1hNsdnSOU9FzTEG0KTIh4ECNWhpYbtxm+It5NRcPi1KM7C94aYoMABLxdVv3jQSiWUq1oIgIhmX1O0wf7lRsBNggIBKlG5QdC2iJtLsXp5ZrePYi78fPgOmfWcbTiNQMVDhm9u4sSJUeSVsh9mEmT4TpOnk0k1HM80jEfE4T1khje9dBktmIfFCe2pqFSntRrXh4qK/4BjmxY5iNV0bSkmVEOzEMUziO+X7aZHJmKeAkR84SxEWLSmOfJSHOg6kvz3tJnLFqwuW7YsenAJjnC94X0cX3zsC4VVNQHFp+wERm1EAx9EBRGgCDXmGVNVyxSNBIcP1deMNaPNBW0vSg2V01SoUvxENAvhM2PGjHiD5mZItI3CIsR0HibUEBVk/1GoxQqe/cs2s4Lnxp0iGNVhKkkajUjlOOKT44VILgsB9jmRDIqmmMBSiiK0NBYxTQGioIUq4WwENjX0ZzGQB9KEHXrostjr1atXFGwsSGgvww0XoUqkMU9FMBQksthgykxlApQelQwc6NKlS1G3jw4HRM8omiTiyXGJ+OQ6gbghc8KimkUTxXJSGlgE8v/gms6iIEFHBz44X1m4VOdIb01E8Sk7CSGEAw2ruVFnofqXmwnV1VwQEhxCXLRJ95Q63UGKl2pVBDTRK1bEQGsltpF+kvRspEKYm2IeBB3CHtGA0Ce6xX4mOkevRsQbwjSvpMsH+5BoIpEkeqUSSUIQEQHlb+FvIEqHEOVmUay2W9n/L78X0UkrKxZSSbRRzUw0kelReYPIG90kSFETJUYoU9HLsct0HUQy5ywRcgRUHo7nfyNAodjbTjQT8cIiGxHPmE+uDWwzGQasOthDaONTiu2TvxcnaSY7/6usyKSl1OrVq+MCjf6rUn3Q8ynl4OZGxCrNXufGlzyInPQ0ruaiTKojwQWZKFaphScQfSWtS9QCwZmgOTieLkQzbX6S8MwDCDGiL6Tbe/ToEW+ERG0R+aVsZl4VsqP6EM70x8QzCaSM6ZXIvmeyEe9jgVIs4VnYjBpItSM4AAHE/iXtnvV/lpJCbySCnuOYfcv+5AbLOUgjdgY5kGJEICE8IU/iiPMLzyTbyzGRhgtU5AEtxbbjH6RdD3YFUu3YQIjc453la/ja8YOmaVF52rc1gdSCi/8FC0ZatI0ePTouzhMs2vF6KjyrH4pPqdCsnmaxE5XLjiRDgJLCJg1I6i9vMA6Tmxx/AxNSKDZKFEYu8jTjGB8nvrc0vo+m0KSamAqTd4gYkhJDCHFMYMOgUXeiFMUa2UIuop00tqfpNBFPxjem6T9AdDYPk6KyEUGiOW+//XYU7kTESREn8LnxOo95oTIxmRWgyWOdhwIeLC54aVlgc/wiOlmEcPwi6C+44IIobrA5yH9PGrGbyBagMWkKAYoHm+EJBBcSLHCl+lH6uWuSK4hecrFFwBElSjeL7I0RAUphAynWZArPE9w4qBqnipZ0Td++fWMRRl6E5q5g+xDINAdHRJN2z0tT8wQirVC007SfSnyiDxROMdqOBQppTdKYTFhJHstikSZwsW3cnBASRLuJdG7YsCFaM/icynG8k2xrqUnnF+cV3k4KXPCyYb3Ah0jakWk/2EfoJJC3UbuArSVlFDjvUvU9xzHHBAV1DBRgcZUH8NGS2cEqwiOLVewMyVuIBSnv1419gexikeEDRDk5/jnek/eariv8L7j30ESeAEkeFjHy79DzKTvBjRqxiW+PmzXj+bgQFEYO00SevIII4iZHRINiDOwE1YHUEqiYrWf+CawM3BB2BRXiCEzGITKDnipm7AMcN127di1JBXZhIRcdDvg7iGxxPGAfQZhyU8tLJXNhEQwdDkivIz45ntl2Ip6khxltmyeYDkUFPgsnCsuIVjGJietIunYwCY3IMxaTPME+RtATUSYLkfUyS3Fgn9Oij2AGEU78zhShYQHLRvlZmHFuZIuPpPqh+JRyUAlMupd0Ez4oTPikU7nZEVGsbqZ7BAaVtNl2OrL7xwRFI1T8YuwHikcodkFsJhCbREAR/KXq8/pPhVz8HYwb5KaWx5nPhUUw9HjF+0s6mKhi8rFyc87Tucj2IT6xNiDgOGbwhbNgQfQXkqdtl3xARB//Ji2UKBglvU7AgPOXRUx1CR5I1chPaEVyAZGg1K6FNkU8J01GtS0+z+p2wyDipvDcM1h8INrwx02aNCm+RjSLllakvxKdO3eOc5TpnYllII+FXERlsQLklcIiGPy/iDjEJhYX/iaeQynPxUKPJws8is1SgRzXEdpp4Vvl7yikul1HZO+QjXUVejzpa4y1hMepU6dGqwZ1B2kxRq9P2XfIb85USkqKTBDt4pGoC1EZVqZ5TrXL3gdBkfx79Oqk5Q8ijkgEIhMBSlsuPJ9YNhCgVArnAVKopIHxeCLk6OZAZJ/oZx5JRTAUQXGekYKcO3dujCzmpXl21uPJfkVo8j/Hm0qUkwEPQKqU/Z8tWJSaTVp0YIkhbc4i5v33348WDewvePQptqPx/9KlS2PbK4rVOB+IpqeFl1R/VBFSafELjzRm50aId1LhWbPITtlBaCAwERdELSgu4hhhUYK3kuId+u7Ra7VY7ZT2lUKuqhTB5CFimz0e8M3iQWURQkso+o8iktluCr3YbjygeRHNkg+4XmDNIRNBD2AKXOkBDGnYA55OLFN0SOBc5ZpTrGloUhz0fEql6M2SNKubaBc2DAQHNwVaLJGOX7lyZaxAJYpBD9U8jv/MayHX7hbB5OVcZCY7XQzw/CI8GVvLooNFCLYB/HtERJO4EMlC434yELTEowsCpOOb455OJRSm4dPmWMvrNUX+PYaxpFLycrOT4pIVOnitiMAhLIlu4sNiLCUpeFKraR49abE899yrblF79nEez0U6GzCsgSgy6XagVya+T/q7IkK3bdsWt5fjIU+iWfIB6XTsGETKC9v1cdyPGTMmpubJAqRjTPYtqkcIQESKRuFkICqWSaOnRucIzk6dOkX/FaIjNWzPs/CUvQf+PCZwUZFM9CqBPxyhiT+PYyQdDwpPyRaovf7667GCfcWKFXEiHaNMKVbjOOHaQ1oenzkiVOG571K9QgEiUtRmz4iJ1AuTqSKkwEi348kiZUbLIjzBUnNg0UEFPjYMKtppucUxQDEX7a2IgNsWRxJcQzhWeCSN3q1bt7hQAYoVadHFZDRaK2HhIXpOdkX2bfR8ishODBw4MHojiUyQGqMKlWkv3Dz4oNUS40upxMaTKDUPGvbTgo2m+KTgmYiGiEit2kSyBWosWJiOx9AHIpvZISW8xnWFBQwilOuL7NsY+RSRcuDXI5qF76pZs2ZxxGPbtm2jt5ObA+Mp6cVH1bjCs+aCHYPhE4gL+nmmWegVjWCVmkkSnvg3yaCceeaZZYKTxzS2maEVTPPiufadmoHiU0TKgfCkIIBee1QxM86OAhOinJs2bQrjx48vF9GQmgveTqLkRD3x/rIYYTiFSII2YVxLEJUM/Mi28UNspmvJ4YcfXupNlSKi+BSRclBchKCgjU6dOnXCggULYpSL1iepP6bCUxL0X6TnK0KCSLnUbAq7GzCAgg+ax7OQpbl89vrhtaRmoudTRHaCwhGKSbhZUExCNHT27NmxjQ7DBkQKMRouWR8nYM9hMhpWnuuvvz4ubLHxNGnSpKTbKaVH8SkiFYIHi2jFkiVLYh++Pn36xMISEZFdRTxZhNATGMHZuHHjWN3O6FWuJ3iEiXxS4d68efNSb7KUEMWniIiI7BUGDx4cC4m6du0aO2XMmjUrFifSro1hFfT1pE3b/fffH6vepWai51NERET2GKKdDBkYNWpU9IcT4cSmQ99Xio4QoNh3fvjhB4VnDcfIp4iIiOx2QVGhzxdvOPac888/P6bZmYBFp4ylS5eG9evXx5nttuAS0B0uIiIiVSKJx+XLl5cJz8mTJ8denrVq1QoDBgwIc+bMCQsXLoztt1q0aBE+//zz2IZL4SkJI58iIiJSZT744IM4Zpe0+rRp02I6fcKECfFrzGln8hXjeGnDxShefJ8zZ84sa9UmovgUERGRKpGmEi1atChWtTdt2jRGOol6pjQ8ozIpNqJHcKNGjWLFu8JTsig+RUREZLcEaL9+/aLYxNt5zTXXRJ9nmlK0fft2x2RKpej5FBERkX8UnIktW7aEnj17hnnz5oWRI0eGKVOmhPnz50fRCQyoWLVqVQm3VvKOrZZERERklxDhTHPY33zzzdCwYcPYMB66d+8eJxuNGzcubNy4MbZbWrx4cYyMiuwKxaeIiIhUSPJx4tDr3bt3bKdEn85LLrkkjBgxIr6HKGjt2rXDypUrY4SU4qJWrVqVetMlx+j5FBERkUpZs2ZNTLMPGzYsbNiwIQwdOjT079+/TIAmCnt/ilSEkU8RERHZJbRReumll0Lbtm1jyp0P2ilde+21UWgOHz687L0KT6kKik8REREpAw/nAQf8LQ9ok9SmTZsY8Ux07NgxTJ06NabfabNEJFSkqph2FxERkXJpcx6pZMfLiY+zQ4cOYcmSJaFevXph7NixZe//8MMPY1ulli1blnS7pXphfFxERETKpc1JqW/evDk0aNAg7NixI9x1113h7LPPDlu3bg2jR48ue3/79u0VnrLbKD5FRESkDNolUdU+atSoMGTIkFjp3rp169CuXbsoQJlg9NBDD5V6M6Uao+dTREREykB4fvrpp2Ht2rXhueeeC+vWrQsTJ06M1e74PgcMGGArJdkjFJ8iIiJSRv369cPAgQPDvffeG+rUqRNntNetWzd88803oVOnTqFLly6l3kSp5ig+RUREpBxUseP5pKBo+vTpMRr62muvhUGDBpV602QfwGp3ERER2Ykff/wxrF69Ola5H3PMMaFPnz6x5ZLInqL4FBEREZGiYbW7iIiIiBQNxaeIiIiIFA3Fp4iIiIgUDcWniIiIiBQNxaeIiIiIFA3Fp4iIiIgUDcWniEgV+OWXX8Iff/xR7rW//vorvg4///xzlX4Oc7EZXbg7/Pnnn7v1fhGRPOOEIxGRAs4444xw6KGHhtq1a4effvop9OrVK3zyySdxvCAic+vWraFJkyZRfB5xxBHhmWeeCf379w/du3cPQ4cODU899VT8WuK4444L55xzTnz+8ssvx6kxjzzySNnX+bkPPPBAuPPOO2Mzb0YbXnTRRbGpN7O1X3zxxTBjxoxwwAF/X7JvueWWsHDhwrDffvvFz2nZ3KNHj/DYY4+V+1tOPfXUMGvWrNCyZcsi7DkRkX9G8SkiUsBbb70VHzdu3BjHDCIEW7VqFV9DDL7zzjth3Lhx5b7niSeeCDfeeGM466yzovi844474uvvvfde+Prrr8PRRx8dH2vVqlVORAJfO++888LgwYPD888/X/aeVatWReE4ceLEnb5n//33D6NGjQqXXXZZ/JzvYxoNPPjgg+HAAw8Mt912W3zk54mI5AXFp4hIAUQ3x48fH8XisGHDyoQnfPfdd6Fp06Y7fU/z5s1jhBJRiOAj0ol4POWUU8LatWvDhg0bohBt3759ue87+eSTo7A85JBDYnq9W7ducazhunXrwsEHHxxT/QhgtgmhedNNN8XvSxHPLOk1xOZBBx30H+wZEZE9R/EpIlIA4hGRSYQTEQo8J5KIQERgLl68OPo9b7311tCuXbsYEU3CELZt2xbuvvvuMHLkyPj5//73vwoF48qVK8uE4pdffhkuv/zymHrn5y5fvjxGUnv27LnT9yFKJ0yYECZNmhQ/3759ezjttNPic35PRb9LRCQPWHAkIpIBcYl/Ek/mpZdeGp8njj322LBs2bIo+ubOnRs6duwYv454XLNmTbjhhhvC77//Ht9LNPOwww77x9+XhCee0quuuipcd9110Z/JzyUqigh9+OGHy3lIAWE7f/780KxZs/gent9zzz17fX+IiOxtFJ8iIhk++uij6L/s3bt3mDp1arj44ovDCSecEHbs2BG/jiikuChVtxPRPOqoo8KUKVNC586dY9Q0idiqpL4paHryySdjSp1CIwQoApbIJl5TCo0QuvhBiaYC24K4rVevXvj2229D3bp14/M6depYGS8iuUfxKSKSAU8mFekIwhYtWoTHH388tG7dOla/A6l2nlPlnoXXqHZHnBKl/P7770P9+vXj1wqjlllGjx4do5akz6+++ur4Gml3Uvtw4oknhunTp8e0ekqlv/DCC1Ho8kHbpiFDhsTnJ510UliwYMF/tm9ERPYGej5FRCqhQYMG4dFHH43iDxCVRDoTWWGJ5/OKK66IkcnPPvus7H2//vprfF+hCEWoDh8+PIrUbEX6b7/9Fv2fiTZt2kQBmiwA/I70e0j9r1ixIqb4+f1EW/k9RkBFJK8oPkVEKgFRxweeTqAKPVv9jlCEd999N1bH0xO0a9eu4b777otRyw4dOsR+nVTCp/cmeP+FF14YhWdK18OmTZvia0Q4s7+HCOy0adPKXmObGjduXOYtRYwiPnlv1qsqIpInFJ8iIlXg+OOPj707x4wZE/r27RsbvI8YMSK2QwLS84MGDYq+y82bN4c33ngjpuGvvPLKMHv27NguiY+ZM2eW/cxGjRqVidrEvHnzon+USCuN51MFe0VeUYqi+vXrV/ZaEp+33377f7YfRET2FD2fIiIFUNiDgEy+S6APJ4U/FAMxSQiRSMU5Ke45c+aE9evXx+p4CoWIeiIKEak8klonDU5EcsuWLbtsg7Ro0aLY2mns2LHRc8rPJ9JZONbziy++iIVJRDzxiZKiZ9s+/vjjcOSRR8ZipK+++iq8+uqrcRpTEsgiInlA8SkiUsDTTz8do5xUm6dUO+lxBOnkyZNjdTlTjNq2bRu9l6effnrs54lAfeWVV2I6/eabb47fS/slipiISjL6ku+jOAgQlYhW/Jz8LoqO+ODnMpLz2WefjX5OGs/jO6VZPVCg1LBhw7idpOdpSo9IJfLK9wGRVyYg8XMRpCIieWG//9MYJCJSKUQtEYn4NwtBaFKdnoUCo4raLJFKz4675H00lWc6Er5QROauxn0iRM8999wogtNlu7JG8rzHRvMikkcUnyIiIiJSNEy7i4iIiEjRUHyKiIiISNFQfIqIiIhI0VB8ioiIiEjRUHyKiIiISNFQfIqIiIhI0VB8ioiIiEjRUHyKiIiISNFQfIqIiIhIKBb/D/nNR44qwXO0AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
